Code
Chunk | Output
##################################
# Setting the cross validation process
# using the Repeated K-Fold
##################################
set.seed(12345678)
RKFold_Control <- trainControl(method="repeatedcv",
summaryFunction = twoClassSummary,
number=5,
repeats=5,
classProbs = TRUE)
##################################
# Setting the conditions
# for hyperparameter tuning
##################################
AB_Grid = data.frame(mfinal = c(25,75,125), maxdepth = 6, coeflearn = "Breiman")
##################################
# Running the adaptive boosting model
# by setting the caret method to 'AdaBoost.M1'
##################################
set.seed(12345678)
MBS_AB_Tune <- train(x = MA_Train[,!names(MA_Train) %in% c("diagnosis")],
y = MA_Train$diagnosis,
method = "AdaBoost.M1",
tuneGrid = AB_Grid,
metric = "ROC",
trControl = RKFold_Control)
##################################
# Reporting the cross-validation results
# for the train set
##################################
MBS_AB_Tune
## AdaBoost.M1
##
## 912 samples
## 6 predictor
## 2 classes: 'B', 'M'
##
## No pre-processing
## Resampling: Cross-Validated (5 fold, repeated 5 times)
## Summary of sample sizes: 729, 729, 730, 730, 730, 730, ...
## Resampling results across tuning parameters:
##
## mfinal ROC Sens Spec
## 25 0.9608629 0.9499741 0.8964706
## 75 0.9701952 0.9538368 0.8964706
## 125 0.9730232 0.9559237 0.8923529
##
## Tuning parameter 'maxdepth' was held constant at a value of 6
## Tuning
## parameter 'coeflearn' was held constant at a value of Breiman
## ROC was used to select the optimal model using the largest value.
## The final values used for the model were mfinal = 125, maxdepth = 6
## and coeflearn = Breiman.
## $formula
## .outcome ~ .
## <environment: 0x000000002fb413e8>
##
## $trees
## $trees[[1]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 296 B (0.67543860 0.32456140)
## 2) texture_worst< 4.572846 504 71 B (0.85912698 0.14087302)
## 4) symmetry_worst< -1.330332 472 48 B (0.89830508 0.10169492)
## 8) symmetry_worst>=-2.923662 468 44 B (0.90598291 0.09401709)
## 16) smoothness_worst< -1.482701 352 18 B (0.94886364 0.05113636)
## 32) texture_worst< 4.36289 256 4 B (0.98437500 0.01562500)
## 64) compactness_se< -4.166611 167 0 B (1.00000000 0.00000000) *
## 65) compactness_se>=-4.166611 89 4 B (0.95505618 0.04494382) *
## 33) texture_worst>=4.36289 96 14 B (0.85416667 0.14583333)
## 66) texture_worst>=4.365735 93 11 B (0.88172043 0.11827957) *
## 67) texture_worst< 4.365735 3 0 M (0.00000000 1.00000000) *
## 17) smoothness_worst>=-1.482701 116 26 B (0.77586207 0.22413793)
## 34) texture_mean< 2.934384 109 19 B (0.82568807 0.17431193)
## 68) smoothness_worst>=-1.480138 104 14 B (0.86538462 0.13461538) *
## 69) smoothness_worst< -1.480138 5 0 M (0.00000000 1.00000000) *
## 35) texture_mean>=2.934384 7 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst< -2.923662 4 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.330332 32 9 M (0.28125000 0.71875000)
## 10) smoothness_mean< -2.235399 9 1 B (0.88888889 0.11111111)
## 20) texture_worst>=4.074625 8 0 B (1.00000000 0.00000000) *
## 21) texture_worst< 4.074625 1 0 M (0.00000000 1.00000000) *
## 11) smoothness_mean>=-2.235399 23 1 M (0.04347826 0.95652174)
## 22) smoothness_mean>=-2.022167 1 0 B (1.00000000 0.00000000) *
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## 3) texture_worst>=4.572846 408 183 M (0.44852941 0.55147059)
## 6) smoothness_mean< -2.408446 140 21 B (0.85000000 0.15000000)
## 12) texture_worst>=4.590992 131 14 B (0.89312977 0.10687023)
## 24) symmetry_worst< -1.362675 128 11 B (0.91406250 0.08593750)
## 48) symmetry_worst< -1.537481 112 6 B (0.94642857 0.05357143)
## 96) texture_worst< 5.636459 111 5 B (0.95495495 0.04504505) *
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## 98) symmetry_worst>=-1.514459 11 0 B (1.00000000 0.00000000) *
## 99) symmetry_worst< -1.514459 5 0 M (0.00000000 1.00000000) *
## 25) symmetry_worst>=-1.362675 3 0 M (0.00000000 1.00000000) *
## 13) texture_worst< 4.590992 9 2 M (0.22222222 0.77777778)
## 26) texture_mean>=2.9724 2 0 B (1.00000000 0.00000000) *
## 27) texture_mean< 2.9724 7 0 M (0.00000000 1.00000000) *
## 7) smoothness_mean>=-2.408446 268 64 M (0.23880597 0.76119403)
## 14) symmetry_worst< -1.652093 136 54 M (0.39705882 0.60294118)
## 28) compactness_se< -3.337511 108 54 B (0.50000000 0.50000000)
## 56) symmetry_worst< -2.016907 32 7 B (0.78125000 0.21875000)
## 112) smoothness_mean< -2.394379 10 0 B (1.00000000 0.00000000) *
## 113) smoothness_mean>=-2.394379 22 7 B (0.68181818 0.31818182) *
## 57) symmetry_worst>=-2.016907 76 29 M (0.38157895 0.61842105)
## 114) symmetry_worst>=-1.733268 21 6 B (0.71428571 0.28571429) *
## 115) symmetry_worst< -1.733268 55 14 M (0.25454545 0.74545455) *
## 29) compactness_se>=-3.337511 28 0 M (0.00000000 1.00000000) *
## 15) symmetry_worst>=-1.652093 132 10 M (0.07575758 0.92424242)
## 30) smoothness_worst< -1.618016 2 0 B (1.00000000 0.00000000) *
## 31) smoothness_worst>=-1.618016 130 8 M (0.06153846 0.93846154)
## 62) compactness_se< -4.512898 1 0 B (1.00000000 0.00000000) *
## 63) compactness_se>=-4.512898 129 7 M (0.05426357 0.94573643)
## 126) texture_worst< 4.858879 50 7 M (0.14000000 0.86000000) *
## 127) texture_worst>=4.858879 79 0 M (0.00000000 1.00000000) *
##
## $trees[[2]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 398 B (0.563596491 0.436403509)
## 2) texture_worst< 4.262771 212 15 B (0.929245283 0.070754717)
## 4) symmetry_worst< -1.428979 193 5 B (0.974093264 0.025906736)
## 8) smoothness_mean< -2.074653 191 4 B (0.979057592 0.020942408)
## 16) compactness_se< -3.496773 169 1 B (0.994082840 0.005917160)
## 32) compactness_se< -3.892047 147 0 B (1.000000000 0.000000000) *
## 33) compactness_se>=-3.892047 22 1 B (0.954545455 0.045454545)
## 66) compactness_se>=-3.866661 21 0 B (1.000000000 0.000000000) *
## 67) compactness_se< -3.866661 1 0 M (0.000000000 1.000000000) *
## 17) compactness_se>=-3.496773 22 3 B (0.863636364 0.136363636)
## 34) compactness_se>=-3.464112 19 0 B (1.000000000 0.000000000) *
## 35) compactness_se< -3.464112 3 0 M (0.000000000 1.000000000) *
## 9) smoothness_mean>=-2.074653 2 1 B (0.500000000 0.500000000)
## 18) texture_mean< 2.434062 1 0 B (1.000000000 0.000000000) *
## 19) texture_mean>=2.434062 1 0 M (0.000000000 1.000000000) *
## 5) symmetry_worst>=-1.428979 19 9 M (0.473684211 0.526315789)
## 10) texture_mean< 2.756192 11 2 B (0.818181818 0.181818182)
## 20) compactness_se< -3.344063 9 0 B (1.000000000 0.000000000) *
## 21) compactness_se>=-3.344063 2 0 M (0.000000000 1.000000000) *
## 11) texture_mean>=2.756192 8 0 M (0.000000000 1.000000000) *
## 3) texture_worst>=4.262771 700 317 M (0.452857143 0.547142857)
## 6) smoothness_mean< -2.216408 559 260 B (0.534883721 0.465116279)
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## 24) texture_mean< 3.071998 327 98 B (0.700305810 0.299694190)
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## 97) symmetry_worst>=-1.179946 3 0 M (0.000000000 1.000000000) *
## 49) smoothness_mean>=-2.434347 227 91 B (0.599118943 0.400881057)
## 98) smoothness_mean>=-2.422721 214 79 B (0.630841121 0.369158879) *
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## 51) texture_worst< 4.753106 36 5 M (0.138888889 0.861111111)
## 102) compactness_se< -3.594837 16 5 M (0.312500000 0.687500000) *
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## 13) texture_worst>=4.858219 176 52 M (0.295454545 0.704545455)
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## 53) smoothness_mean>=-2.382409 5 0 M (0.000000000 1.000000000) *
## 27) smoothness_worst>=-1.623453 154 35 M (0.227272727 0.772727273)
## 54) symmetry_worst< -2.041024 31 15 M (0.483870968 0.516129032)
## 108) compactness_se< -3.413706 21 6 B (0.714285714 0.285714286) *
## 109) compactness_se>=-3.413706 10 0 M (0.000000000 1.000000000) *
## 55) symmetry_worst>=-2.041024 123 20 M (0.162601626 0.837398374)
## 110) symmetry_worst>=-1.793921 80 18 M (0.225000000 0.775000000) *
## 111) symmetry_worst< -1.793921 43 2 M (0.046511628 0.953488372) *
## 7) smoothness_mean>=-2.216408 141 18 M (0.127659574 0.872340426)
## 14) symmetry_worst< -1.766269 30 13 B (0.566666667 0.433333333)
## 28) smoothness_worst>=-1.464746 15 0 B (1.000000000 0.000000000) *
## 29) smoothness_worst< -1.464746 15 2 M (0.133333333 0.866666667)
## 58) texture_mean< 3.018626 2 0 B (1.000000000 0.000000000) *
## 59) texture_mean>=3.018626 13 0 M (0.000000000 1.000000000) *
## 15) symmetry_worst>=-1.766269 111 1 M (0.009009009 0.990990991)
## 30) compactness_se< -4.341409 1 0 B (1.000000000 0.000000000) *
## 31) compactness_se>=-4.341409 110 0 M (0.000000000 1.000000000) *
##
## $trees[[3]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 424 B (0.53508772 0.46491228)
## 2) texture_worst< 4.26362 183 17 B (0.90710383 0.09289617)
## 4) symmetry_worst< -1.428979 172 10 B (0.94186047 0.05813953)
## 8) texture_mean< 2.909334 170 8 B (0.95294118 0.04705882)
## 16) compactness_se< -3.764682 120 0 B (1.00000000 0.00000000) *
## 17) compactness_se>=-3.764682 50 8 B (0.84000000 0.16000000)
## 34) compactness_se>=-3.48221 31 0 B (1.00000000 0.00000000) *
## 35) compactness_se< -3.48221 19 8 B (0.57894737 0.42105263)
## 70) compactness_se< -3.488718 14 3 B (0.78571429 0.21428571) *
## 71) compactness_se>=-3.488718 5 0 M (0.00000000 1.00000000) *
## 9) texture_mean>=2.909334 2 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.428979 11 4 M (0.36363636 0.63636364)
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## 3) texture_worst>=4.26362 729 322 M (0.44170096 0.55829904)
## 6) smoothness_worst< -1.60101 119 17 B (0.85714286 0.14285714)
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## 48) smoothness_mean< -2.373736 74 2 B (0.97297297 0.02702703)
## 96) compactness_se< -3.004445 68 0 B (1.00000000 0.00000000) *
## 97) compactness_se>=-3.004445 6 2 B (0.66666667 0.33333333) *
## 49) smoothness_mean>=-2.373736 1 0 M (0.00000000 1.00000000) *
## 25) symmetry_worst>=-1.868413 37 9 B (0.75675676 0.24324324)
## 50) symmetry_worst>=-1.857231 32 4 B (0.87500000 0.12500000)
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## 27) smoothness_mean>=-2.43698 5 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst>=-1.60101 610 220 M (0.36065574 0.63934426)
## 14) compactness_se< -3.721197 328 156 M (0.47560976 0.52439024)
## 28) compactness_se< -4.691273 20 0 B (1.00000000 0.00000000) *
## 29) compactness_se>=-4.691273 308 136 M (0.44155844 0.55844156)
## 58) smoothness_mean>=-2.301237 99 34 B (0.65656566 0.34343434)
## 116) symmetry_worst< -1.478154 80 16 B (0.80000000 0.20000000) *
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## 119) compactness_se< -3.869459 186 52 M (0.27956989 0.72043011) *
## 15) compactness_se>=-3.721197 282 64 M (0.22695035 0.77304965)
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## 127) smoothness_mean>=-2.294142 100 2 M (0.02000000 0.98000000) *
##
## $trees[[4]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 430 B (0.528508772 0.471491228)
## 2) smoothness_mean< -2.335108 454 140 B (0.691629956 0.308370044)
## 4) texture_mean< 2.933058 201 33 B (0.835820896 0.164179104)
## 8) smoothness_worst< -1.472307 177 18 B (0.898305085 0.101694915)
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## 35) texture_mean< 2.770085 7 0 M (0.000000000 1.000000000) *
## 9) smoothness_worst>=-1.472307 24 9 M (0.375000000 0.625000000)
## 18) smoothness_mean< -2.363458 8 0 B (1.000000000 0.000000000) *
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## 5) texture_mean>=2.933058 253 107 B (0.577075099 0.422924901)
## 10) smoothness_mean>=-2.352051 23 1 B (0.956521739 0.043478261)
## 20) symmetry_worst< -1.41845 20 0 B (1.000000000 0.000000000) *
## 21) symmetry_worst>=-1.41845 3 1 B (0.666666667 0.333333333)
## 42) texture_mean< 2.986903 2 0 B (1.000000000 0.000000000) *
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## 44) smoothness_mean>=-2.461054 35 3 B (0.914285714 0.085714286)
## 88) compactness_se>=-4.180701 27 0 B (1.000000000 0.000000000) *
## 89) compactness_se< -4.180701 8 3 B (0.625000000 0.375000000) *
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## 90) smoothness_mean< -2.507092 46 9 B (0.804347826 0.195652174) *
## 91) smoothness_mean>=-2.507092 58 22 M (0.379310345 0.620689655) *
## 23) smoothness_mean>=-2.425205 91 33 M (0.362637363 0.637362637)
## 46) smoothness_worst< -1.586424 11 0 B (1.000000000 0.000000000) *
## 47) smoothness_worst>=-1.586424 80 22 M (0.275000000 0.725000000)
## 94) symmetry_worst>=-1.512071 11 0 B (1.000000000 0.000000000) *
## 95) symmetry_worst< -1.512071 69 11 M (0.159420290 0.840579710) *
## 3) smoothness_mean>=-2.335108 458 168 M (0.366812227 0.633187773)
## 6) texture_worst< 4.389172 109 30 B (0.724770642 0.275229358)
## 12) compactness_se< -3.892047 38 0 B (1.000000000 0.000000000) *
## 13) compactness_se>=-3.892047 71 30 B (0.577464789 0.422535211)
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## 52) smoothness_worst>=-1.567699 35 4 B (0.885714286 0.114285714)
## 104) compactness_se>=-3.844077 33 2 B (0.939393939 0.060606061) *
## 105) compactness_se< -3.844077 2 0 M (0.000000000 1.000000000) *
## 53) smoothness_worst< -1.567699 5 0 M (0.000000000 1.000000000) *
## 27) symmetry_worst>=-1.61522 31 10 M (0.322580645 0.677419355)
## 54) compactness_se>=-2.679301 4 0 B (1.000000000 0.000000000) *
## 55) compactness_se< -2.679301 27 6 M (0.222222222 0.777777778)
## 110) compactness_se< -3.646366 6 2 B (0.666666667 0.333333333) *
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## 7) texture_worst>=4.389172 349 89 M (0.255014327 0.744985673)
## 14) compactness_se< -4.201715 41 14 B (0.658536585 0.341463415)
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## 57) smoothness_mean>=-2.22149 4 2 B (0.500000000 0.500000000)
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## 115) texture_mean< 3.00169 2 0 M (0.000000000 1.000000000) *
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## 58) texture_mean< 2.884144 1 0 B (1.000000000 0.000000000) *
## 59) texture_mean>=2.884144 12 0 M (0.000000000 1.000000000) *
## 15) compactness_se>=-4.201715 308 62 M (0.201298701 0.798701299)
## 30) smoothness_mean< -2.2971 80 31 M (0.387500000 0.612500000)
## 60) smoothness_mean>=-2.301086 13 0 B (1.000000000 0.000000000) *
## 61) smoothness_mean< -2.301086 67 18 M (0.268656716 0.731343284)
## 122) texture_worst< 4.514456 9 0 B (1.000000000 0.000000000) *
## 123) texture_worst>=4.514456 58 9 M (0.155172414 0.844827586) *
## 31) smoothness_mean>=-2.2971 228 31 M (0.135964912 0.864035088)
## 62) symmetry_worst< -1.660064 87 23 M (0.264367816 0.735632184)
## 124) smoothness_mean>=-2.094359 8 0 B (1.000000000 0.000000000) *
## 125) smoothness_mean< -2.094359 79 15 M (0.189873418 0.810126582) *
## 63) symmetry_worst>=-1.660064 141 8 M (0.056737589 0.943262411)
## 126) compactness_se< -4.04059 32 7 M (0.218750000 0.781250000) *
## 127) compactness_se>=-4.04059 109 1 M (0.009174312 0.990825688) *
##
## $trees[[5]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 401 B (0.56030702 0.43969298)
## 2) symmetry_worst< -1.815238 379 104 B (0.72559367 0.27440633)
## 4) smoothness_worst< -1.52112 264 49 B (0.81439394 0.18560606)
## 8) smoothness_worst>=-1.723213 250 38 B (0.84800000 0.15200000)
## 16) compactness_se>=-4.49319 185 17 B (0.90810811 0.09189189)
## 32) symmetry_worst>=-2.167572 128 5 B (0.96093750 0.03906250)
## 64) texture_worst< 5.353194 127 4 B (0.96850394 0.03149606) *
## 65) texture_worst>=5.353194 1 0 M (0.00000000 1.00000000) *
## 33) symmetry_worst< -2.167572 57 12 B (0.78947368 0.21052632)
## 66) symmetry_worst< -2.191305 51 7 B (0.86274510 0.13725490) *
## 67) symmetry_worst>=-2.191305 6 1 M (0.16666667 0.83333333) *
## 17) compactness_se< -4.49319 65 21 B (0.67692308 0.32307692)
## 34) smoothness_mean< -2.423933 47 7 B (0.85106383 0.14893617)
## 68) texture_worst< 4.883819 33 0 B (1.00000000 0.00000000) *
## 69) texture_worst>=4.883819 14 7 B (0.50000000 0.50000000) *
## 35) smoothness_mean>=-2.423933 18 4 M (0.22222222 0.77777778)
## 70) compactness_se< -4.613339 4 0 B (1.00000000 0.00000000) *
## 71) compactness_se>=-4.613339 14 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst< -1.723213 14 3 M (0.21428571 0.78571429)
## 18) compactness_se< -3.013033 3 0 B (1.00000000 0.00000000) *
## 19) compactness_se>=-3.013033 11 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst>=-1.52112 115 55 B (0.52173913 0.47826087)
## 10) texture_worst< 4.851322 80 23 B (0.71250000 0.28750000)
## 20) smoothness_mean>=-2.35715 53 6 B (0.88679245 0.11320755)
## 40) texture_mean< 3.104804 52 5 B (0.90384615 0.09615385)
## 80) texture_worst>=4.355555 31 0 B (1.00000000 0.00000000) *
## 81) texture_worst< 4.355555 21 5 B (0.76190476 0.23809524) *
## 41) texture_mean>=3.104804 1 0 M (0.00000000 1.00000000) *
## 21) smoothness_mean< -2.35715 27 10 M (0.37037037 0.62962963)
## 42) texture_mean< 2.846361 8 0 B (1.00000000 0.00000000) *
## 43) texture_mean>=2.846361 19 2 M (0.10526316 0.89473684)
## 86) texture_mean>=3.020109 2 0 B (1.00000000 0.00000000) *
## 87) texture_mean< 3.020109 17 0 M (0.00000000 1.00000000) *
## 11) texture_worst>=4.851322 35 3 M (0.08571429 0.91428571)
## 22) symmetry_worst< -2.219322 4 1 B (0.75000000 0.25000000)
## 44) texture_mean>=3.262086 3 0 B (1.00000000 0.00000000) *
## 45) texture_mean< 3.262086 1 0 M (0.00000000 1.00000000) *
## 23) symmetry_worst>=-2.219322 31 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.815238 533 236 M (0.44277674 0.55722326)
## 6) texture_worst< 4.275049 81 22 B (0.72839506 0.27160494)
## 12) compactness_se< -3.957552 36 0 B (1.00000000 0.00000000) *
## 13) compactness_se>=-3.957552 45 22 B (0.51111111 0.48888889)
## 26) symmetry_worst>=-1.801456 37 14 B (0.62162162 0.37837838)
## 52) smoothness_worst< -1.464806 19 1 B (0.94736842 0.05263158)
## 104) symmetry_worst< -1.131391 18 0 B (1.00000000 0.00000000) *
## 105) symmetry_worst>=-1.131391 1 0 M (0.00000000 1.00000000) *
## 53) smoothness_worst>=-1.464806 18 5 M (0.27777778 0.72222222)
## 106) smoothness_worst>=-1.394752 5 1 B (0.80000000 0.20000000) *
## 107) smoothness_worst< -1.394752 13 1 M (0.07692308 0.92307692) *
## 27) symmetry_worst< -1.801456 8 0 M (0.00000000 1.00000000) *
## 7) texture_worst>=4.275049 452 177 M (0.39159292 0.60840708)
## 14) symmetry_worst< -1.329407 391 167 M (0.42710997 0.57289003)
## 28) texture_worst>=4.622562 193 89 B (0.53886010 0.46113990)
## 56) texture_worst< 4.674843 31 1 B (0.96774194 0.03225806)
## 112) texture_mean< 3.10156 30 0 B (1.00000000 0.00000000) *
## 113) texture_mean>=3.10156 1 0 M (0.00000000 1.00000000) *
## 57) texture_worst>=4.674843 162 74 M (0.45679012 0.54320988)
## 114) symmetry_worst< -1.716176 45 9 B (0.80000000 0.20000000) *
## 115) symmetry_worst>=-1.716176 117 38 M (0.32478632 0.67521368) *
## 29) texture_worst< 4.622562 198 63 M (0.31818182 0.68181818)
## 58) symmetry_worst>=-1.637868 92 44 B (0.52173913 0.47826087)
## 116) texture_mean< 2.956197 67 21 B (0.68656716 0.31343284) *
## 117) texture_mean>=2.956197 25 2 M (0.08000000 0.92000000) *
## 59) symmetry_worst< -1.637868 106 15 M (0.14150943 0.85849057)
## 118) compactness_se>=-3.361974 15 7 B (0.53333333 0.46666667) *
## 119) compactness_se< -3.361974 91 7 M (0.07692308 0.92307692) *
## 15) symmetry_worst>=-1.329407 61 10 M (0.16393443 0.83606557)
## 30) symmetry_worst>=-1.128751 27 10 M (0.37037037 0.62962963)
## 60) symmetry_worst< -1.072749 11 1 B (0.90909091 0.09090909)
## 120) smoothness_mean< -2.172845 10 0 B (1.00000000 0.00000000) *
## 121) smoothness_mean>=-2.172845 1 0 M (0.00000000 1.00000000) *
## 61) symmetry_worst>=-1.072749 16 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst< -1.128751 34 0 M (0.00000000 1.00000000) *
##
## $trees[[6]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 428 B (0.53070175 0.46929825)
## 2) texture_mean< 2.708713 73 9 B (0.87671233 0.12328767)
## 4) smoothness_mean< -2.147386 64 2 B (0.96875000 0.03125000)
## 8) compactness_se< -2.990558 62 0 B (1.00000000 0.00000000) *
## 9) compactness_se>=-2.990558 2 0 M (0.00000000 1.00000000) *
## 5) smoothness_mean>=-2.147386 9 2 M (0.22222222 0.77777778)
## 10) symmetry_worst< -1.637193 2 0 B (1.00000000 0.00000000) *
## 11) symmetry_worst>=-1.637193 7 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.708713 839 419 B (0.50059595 0.49940405)
## 6) symmetry_worst< -1.423936 775 368 B (0.52516129 0.47483871)
## 12) texture_worst>=4.642157 364 135 B (0.62912088 0.37087912)
## 24) texture_mean< 2.947329 36 1 B (0.97222222 0.02777778)
## 48) smoothness_worst< -1.452953 35 0 B (1.00000000 0.00000000) *
## 49) smoothness_worst>=-1.452953 1 0 M (0.00000000 1.00000000) *
## 25) texture_mean>=2.947329 328 134 B (0.59146341 0.40853659)
## 50) texture_mean>=2.964757 303 110 B (0.63696370 0.36303630)
## 100) compactness_se< -3.334337 240 70 B (0.70833333 0.29166667) *
## 101) compactness_se>=-3.334337 63 23 M (0.36507937 0.63492063) *
## 51) texture_mean< 2.964757 25 1 M (0.04000000 0.96000000)
## 102) compactness_se>=-4.002448 1 0 B (1.00000000 0.00000000) *
## 103) compactness_se< -4.002448 24 0 M (0.00000000 1.00000000) *
## 13) texture_worst< 4.642157 411 178 M (0.43309002 0.56690998)
## 26) symmetry_worst< -1.82955 175 68 B (0.61142857 0.38857143)
## 52) texture_mean< 3.046102 139 38 B (0.72661871 0.27338129)
## 104) smoothness_mean< -2.443746 36 0 B (1.00000000 0.00000000) *
## 105) smoothness_mean>=-2.443746 103 38 B (0.63106796 0.36893204) *
## 53) texture_mean>=3.046102 36 6 M (0.16666667 0.83333333)
## 106) compactness_se< -3.614826 14 6 M (0.42857143 0.57142857) *
## 107) compactness_se>=-3.614826 22 0 M (0.00000000 1.00000000) *
## 27) symmetry_worst>=-1.82955 236 71 M (0.30084746 0.69915254)
## 54) texture_worst< 4.253815 18 4 B (0.77777778 0.22222222)
## 108) texture_mean>=2.717651 14 0 B (1.00000000 0.00000000) *
## 109) texture_mean< 2.717651 4 0 M (0.00000000 1.00000000) *
## 55) texture_worst>=4.253815 218 57 M (0.26146789 0.73853211)
## 110) smoothness_worst< -1.472307 174 57 M (0.32758621 0.67241379) *
## 111) smoothness_worst>=-1.472307 44 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-1.423936 64 13 M (0.20312500 0.79687500)
## 14) texture_worst< 4.544356 14 5 B (0.64285714 0.35714286)
## 28) smoothness_worst< -1.451731 7 0 B (1.00000000 0.00000000) *
## 29) smoothness_worst>=-1.451731 7 2 M (0.28571429 0.71428571)
## 58) compactness_se< -4.095906 2 0 B (1.00000000 0.00000000) *
## 59) compactness_se>=-4.095906 5 0 M (0.00000000 1.00000000) *
## 15) texture_worst>=4.544356 50 4 M (0.08000000 0.92000000)
## 30) smoothness_worst< -1.49649 11 4 M (0.36363636 0.63636364)
## 60) compactness_se>=-3.88112 6 2 B (0.66666667 0.33333333)
## 120) texture_mean< 3.163269 5 1 B (0.80000000 0.20000000) *
## 121) texture_mean>=3.163269 1 0 M (0.00000000 1.00000000) *
## 61) compactness_se< -3.88112 5 0 M (0.00000000 1.00000000) *
## 31) smoothness_worst>=-1.49649 39 0 M (0.00000000 1.00000000) *
##
## $trees[[7]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 416 B (0.54385965 0.45614035)
## 2) smoothness_worst< -1.472307 677 265 B (0.60856721 0.39143279)
## 4) smoothness_worst>=-1.4768 48 1 B (0.97916667 0.02083333)
## 8) texture_worst< 4.844547 47 0 B (1.00000000 0.00000000) *
## 9) texture_worst>=4.844547 1 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst< -1.4768 629 264 B (0.58028617 0.41971383)
## 10) smoothness_worst< -1.482107 586 228 B (0.61092150 0.38907850)
## 20) compactness_se< -4.705565 36 0 B (1.00000000 0.00000000) *
## 21) compactness_se>=-4.705565 550 228 B (0.58545455 0.41454545)
## 42) compactness_se>=-4.448167 466 168 B (0.63948498 0.36051502)
## 84) smoothness_mean< -2.468227 114 22 B (0.80701754 0.19298246) *
## 85) smoothness_mean>=-2.468227 352 146 B (0.58522727 0.41477273) *
## 43) compactness_se< -4.448167 84 24 M (0.28571429 0.71428571)
## 86) texture_mean< 2.846651 9 0 B (1.00000000 0.00000000) *
## 87) texture_mean>=2.846651 75 15 M (0.20000000 0.80000000) *
## 11) smoothness_worst>=-1.482107 43 7 M (0.16279070 0.83720930)
## 22) smoothness_mean>=-2.246249 9 2 B (0.77777778 0.22222222)
## 44) smoothness_mean< -2.2064 7 0 B (1.00000000 0.00000000) *
## 45) smoothness_mean>=-2.2064 2 0 M (0.00000000 1.00000000) *
## 23) smoothness_mean< -2.246249 34 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst>=-1.472307 235 84 M (0.35744681 0.64255319)
## 6) compactness_se< -4.038153 57 15 B (0.73684211 0.26315789)
## 12) smoothness_worst>=-1.456497 40 4 B (0.90000000 0.10000000)
## 24) compactness_se>=-4.195493 22 0 B (1.00000000 0.00000000) *
## 25) compactness_se< -4.195493 18 4 B (0.77777778 0.22222222)
## 50) smoothness_worst< -1.434089 12 0 B (1.00000000 0.00000000) *
## 51) smoothness_worst>=-1.434089 6 2 M (0.33333333 0.66666667)
## 102) texture_mean< 2.950291 2 0 B (1.00000000 0.00000000) *
## 103) texture_mean>=2.950291 4 0 M (0.00000000 1.00000000) *
## 13) smoothness_worst< -1.456497 17 6 M (0.35294118 0.64705882)
## 26) texture_mean< 2.901883 6 0 B (1.00000000 0.00000000) *
## 27) texture_mean>=2.901883 11 0 M (0.00000000 1.00000000) *
## 7) compactness_se>=-4.038153 178 42 M (0.23595506 0.76404494)
## 14) smoothness_mean< -2.361754 25 8 B (0.68000000 0.32000000)
## 28) compactness_se>=-3.030255 16 0 B (1.00000000 0.00000000) *
## 29) compactness_se< -3.030255 9 1 M (0.11111111 0.88888889)
## 58) texture_mean< 2.772337 1 0 B (1.00000000 0.00000000) *
## 59) texture_mean>=2.772337 8 0 M (0.00000000 1.00000000) *
## 15) smoothness_mean>=-2.361754 153 25 M (0.16339869 0.83660131)
## 30) texture_worst< 3.781157 4 0 B (1.00000000 0.00000000) *
## 31) texture_worst>=3.781157 149 21 M (0.14093960 0.85906040)
## 62) symmetry_worst< -2.188127 4 0 B (1.00000000 0.00000000) *
## 63) symmetry_worst>=-2.188127 145 17 M (0.11724138 0.88275862)
## 126) smoothness_mean>=-2.142595 30 9 M (0.30000000 0.70000000) *
## 127) smoothness_mean< -2.142595 115 8 M (0.06956522 0.93043478) *
##
## $trees[[8]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 421 M (0.46162281 0.53837719)
## 2) compactness_se< -4.198706 236 81 B (0.65677966 0.34322034)
## 4) texture_mean< 2.871852 72 4 B (0.94444444 0.05555556)
## 8) texture_worst< 4.600092 58 0 B (1.00000000 0.00000000) *
## 9) texture_worst>=4.600092 14 4 B (0.71428571 0.28571429)
## 18) compactness_se< -4.554747 10 0 B (1.00000000 0.00000000) *
## 19) compactness_se>=-4.554747 4 0 M (0.00000000 1.00000000) *
## 5) texture_mean>=2.871852 164 77 B (0.53048780 0.46951220)
## 10) symmetry_worst< -2.044337 38 4 B (0.89473684 0.10526316)
## 20) symmetry_worst>=-2.382417 32 0 B (1.00000000 0.00000000) *
## 21) symmetry_worst< -2.382417 6 2 M (0.33333333 0.66666667)
## 42) smoothness_mean< -2.516136 1 0 B (1.00000000 0.00000000) *
## 43) smoothness_mean>=-2.516136 5 1 M (0.20000000 0.80000000)
## 86) smoothness_mean>=-2.292329 1 0 B (1.00000000 0.00000000) *
## 87) smoothness_mean< -2.292329 4 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-2.044337 126 53 M (0.42063492 0.57936508)
## 22) symmetry_worst>=-1.733593 66 23 B (0.65151515 0.34848485)
## 44) smoothness_worst>=-1.588911 57 15 B (0.73684211 0.26315789)
## 88) compactness_se>=-4.658767 44 6 B (0.86363636 0.13636364) *
## 89) compactness_se< -4.658767 13 4 M (0.30769231 0.69230769) *
## 45) smoothness_worst< -1.588911 9 1 M (0.11111111 0.88888889)
## 90) texture_mean>=3.4578 1 0 B (1.00000000 0.00000000) *
## 91) texture_mean< 3.4578 8 0 M (0.00000000 1.00000000) *
## 23) symmetry_worst< -1.733593 60 10 M (0.16666667 0.83333333)
## 46) smoothness_worst< -1.560717 16 8 B (0.50000000 0.50000000)
## 92) smoothness_mean>=-2.519778 7 0 B (1.00000000 0.00000000) *
## 93) smoothness_mean< -2.519778 9 1 M (0.11111111 0.88888889) *
## 47) smoothness_worst>=-1.560717 44 2 M (0.04545455 0.95454545)
## 94) compactness_se>=-4.20673 2 0 B (1.00000000 0.00000000) *
## 95) compactness_se< -4.20673 42 0 M (0.00000000 1.00000000) *
## 3) compactness_se>=-4.198706 676 266 M (0.39349112 0.60650888)
## 6) texture_worst< 5.026995 601 262 M (0.43594010 0.56405990)
## 12) smoothness_mean< -2.2971 357 168 B (0.52941176 0.47058824)
## 24) compactness_se>=-3.93685 246 92 B (0.62601626 0.37398374)
## 48) smoothness_worst>=-1.534507 102 21 B (0.79411765 0.20588235)
## 96) texture_worst< 5.003123 92 11 B (0.88043478 0.11956522) *
## 97) texture_worst>=5.003123 10 0 M (0.00000000 1.00000000) *
## 49) smoothness_worst< -1.534507 144 71 B (0.50694444 0.49305556)
## 98) compactness_se< -3.714078 22 0 B (1.00000000 0.00000000) *
## 99) compactness_se>=-3.714078 122 51 M (0.41803279 0.58196721) *
## 25) compactness_se< -3.93685 111 35 M (0.31531532 0.68468468)
## 50) texture_mean< 2.809391 13 0 B (1.00000000 0.00000000) *
## 51) texture_mean>=2.809391 98 22 M (0.22448980 0.77551020)
## 102) smoothness_mean>=-2.352223 28 11 B (0.60714286 0.39285714) *
## 103) smoothness_mean< -2.352223 70 5 M (0.07142857 0.92857143) *
## 13) smoothness_mean>=-2.2971 244 73 M (0.29918033 0.70081967)
## 26) texture_worst>=4.94309 14 3 B (0.78571429 0.21428571)
## 52) symmetry_worst< -1.219853 11 0 B (1.00000000 0.00000000) *
## 53) symmetry_worst>=-1.219853 3 0 M (0.00000000 1.00000000) *
## 27) texture_worst< 4.94309 230 62 M (0.26956522 0.73043478)
## 54) smoothness_mean>=-2.288684 192 61 M (0.31770833 0.68229167)
## 108) compactness_se< -4.038279 13 0 B (1.00000000 0.00000000) *
## 109) compactness_se>=-4.038279 179 48 M (0.26815642 0.73184358) *
## 55) smoothness_mean< -2.288684 38 1 M (0.02631579 0.97368421)
## 110) smoothness_worst>=-1.471948 1 0 B (1.00000000 0.00000000) *
## 111) smoothness_worst< -1.471948 37 0 M (0.00000000 1.00000000) *
## 7) texture_worst>=5.026995 75 4 M (0.05333333 0.94666667)
## 14) symmetry_worst< -2.299309 1 0 B (1.00000000 0.00000000) *
## 15) symmetry_worst>=-2.299309 74 3 M (0.04054054 0.95945946)
## 30) texture_mean>=3.337721 11 3 M (0.27272727 0.72727273)
## 60) compactness_se< -3.721197 2 0 B (1.00000000 0.00000000) *
## 61) compactness_se>=-3.721197 9 1 M (0.11111111 0.88888889)
## 122) texture_mean< 3.340739 1 0 B (1.00000000 0.00000000) *
## 123) texture_mean>=3.340739 8 0 M (0.00000000 1.00000000) *
## 31) texture_mean< 3.337721 63 0 M (0.00000000 1.00000000) *
##
## $trees[[9]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 437 B (0.52083333 0.47916667)
## 2) texture_mean< 2.76789 100 12 B (0.88000000 0.12000000)
## 4) smoothness_mean< -1.977294 93 7 B (0.92473118 0.07526882)
## 8) symmetry_worst< -1.075653 92 6 B (0.93478261 0.06521739)
## 16) texture_worst< 4.173615 67 1 B (0.98507463 0.01492537)
## 32) compactness_se< -3.496773 52 0 B (1.00000000 0.00000000) *
## 33) compactness_se>=-3.496773 15 1 B (0.93333333 0.06666667)
## 66) compactness_se>=-3.440422 14 0 B (1.00000000 0.00000000) *
## 67) compactness_se< -3.440422 1 0 M (0.00000000 1.00000000) *
## 17) texture_worst>=4.173615 25 5 B (0.80000000 0.20000000)
## 34) texture_worst>=4.278003 14 0 B (1.00000000 0.00000000) *
## 35) texture_worst< 4.278003 11 5 B (0.54545455 0.45454545)
## 70) compactness_se< -3.738905 7 1 B (0.85714286 0.14285714) *
## 71) compactness_se>=-3.738905 4 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst>=-1.075653 1 0 M (0.00000000 1.00000000) *
## 5) smoothness_mean>=-1.977294 7 2 M (0.28571429 0.71428571)
## 10) texture_mean< 2.649801 2 0 B (1.00000000 0.00000000) *
## 11) texture_mean>=2.649801 5 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.76789 812 387 M (0.47660099 0.52339901)
## 6) symmetry_worst< -1.424186 750 372 B (0.50400000 0.49600000)
## 12) texture_mean< 3.058472 488 210 B (0.56967213 0.43032787)
## 24) smoothness_worst>=-1.477389 138 34 B (0.75362319 0.24637681)
## 48) smoothness_worst< -1.470752 36 0 B (1.00000000 0.00000000) *
## 49) smoothness_worst>=-1.470752 102 34 B (0.66666667 0.33333333)
## 98) texture_worst>=4.63229 52 10 B (0.80769231 0.19230769) *
## 99) texture_worst< 4.63229 50 24 B (0.52000000 0.48000000) *
## 25) smoothness_worst< -1.477389 350 174 M (0.49714286 0.50285714)
## 50) smoothness_mean< -2.469112 77 19 B (0.75324675 0.24675325)
## 100) smoothness_worst>=-1.620609 36 0 B (1.00000000 0.00000000) *
## 101) smoothness_worst< -1.620609 41 19 B (0.53658537 0.46341463) *
## 51) smoothness_mean>=-2.469112 273 116 M (0.42490842 0.57509158)
## 102) smoothness_mean>=-2.234468 31 5 B (0.83870968 0.16129032) *
## 103) smoothness_mean< -2.234468 242 90 M (0.37190083 0.62809917) *
## 13) texture_mean>=3.058472 262 100 M (0.38167939 0.61832061)
## 26) smoothness_worst< -1.603555 55 15 B (0.72727273 0.27272727)
## 52) compactness_se< -3.004445 40 2 B (0.95000000 0.05000000)
## 104) symmetry_worst>=-3.054794 39 1 B (0.97435897 0.02564103) *
## 105) symmetry_worst< -3.054794 1 0 M (0.00000000 1.00000000) *
## 53) compactness_se>=-3.004445 15 2 M (0.13333333 0.86666667)
## 106) texture_mean< 3.076827 2 0 B (1.00000000 0.00000000) *
## 107) texture_mean>=3.076827 13 0 M (0.00000000 1.00000000) *
## 27) smoothness_worst>=-1.603555 207 60 M (0.28985507 0.71014493)
## 54) compactness_se< -4.380042 25 8 B (0.68000000 0.32000000)
## 108) texture_mean>=3.212747 14 0 B (1.00000000 0.00000000) *
## 109) texture_mean< 3.212747 11 3 M (0.27272727 0.72727273) *
## 55) compactness_se>=-4.380042 182 43 M (0.23626374 0.76373626)
## 110) compactness_se>=-3.902076 136 41 M (0.30147059 0.69852941) *
## 111) compactness_se< -3.902076 46 2 M (0.04347826 0.95652174) *
## 7) symmetry_worst>=-1.424186 62 9 M (0.14516129 0.85483871)
## 14) compactness_se< -4.446033 3 0 B (1.00000000 0.00000000) *
## 15) compactness_se>=-4.446033 59 6 M (0.10169492 0.89830508)
## 30) texture_mean< 2.856176 8 3 M (0.37500000 0.62500000)
## 60) texture_mean>=2.833325 3 0 B (1.00000000 0.00000000) *
## 61) texture_mean< 2.833325 5 0 M (0.00000000 1.00000000) *
## 31) texture_mean>=2.856176 51 3 M (0.05882353 0.94117647)
## 62) smoothness_worst< -1.501886 9 3 M (0.33333333 0.66666667)
## 124) texture_mean< 3.027776 2 0 B (1.00000000 0.00000000) *
## 125) texture_mean>=3.027776 7 1 M (0.14285714 0.85714286) *
## 63) smoothness_worst>=-1.501886 42 0 M (0.00000000 1.00000000) *
##
## $trees[[10]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 452 B (0.50438596 0.49561404)
## 2) texture_mean< 2.963467 412 162 B (0.60679612 0.39320388)
## 4) symmetry_worst>=-1.749635 211 62 B (0.70616114 0.29383886)
## 8) smoothness_worst< -1.495235 96 7 B (0.92708333 0.07291667)
## 16) smoothness_mean< -2.171581 94 5 B (0.94680851 0.05319149)
## 32) compactness_se>=-4.681232 75 0 B (1.00000000 0.00000000) *
## 33) compactness_se< -4.681232 19 5 B (0.73684211 0.26315789)
## 66) compactness_se< -4.694501 14 0 B (1.00000000 0.00000000) *
## 67) compactness_se>=-4.694501 5 0 M (0.00000000 1.00000000) *
## 17) smoothness_mean>=-2.171581 2 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst>=-1.495235 115 55 B (0.52173913 0.47826087)
## 18) compactness_se< -4.214968 19 0 B (1.00000000 0.00000000) *
## 19) compactness_se>=-4.214968 96 41 M (0.42708333 0.57291667)
## 38) smoothness_worst>=-1.478565 61 25 B (0.59016393 0.40983607)
## 76) compactness_se< -3.646366 32 4 B (0.87500000 0.12500000) *
## 77) compactness_se>=-3.646366 29 8 M (0.27586207 0.72413793) *
## 39) smoothness_worst< -1.478565 35 5 M (0.14285714 0.85714286)
## 78) smoothness_mean< -2.350209 6 2 B (0.66666667 0.33333333) *
## 79) smoothness_mean>=-2.350209 29 1 M (0.03448276 0.96551724) *
## 5) symmetry_worst< -1.749635 201 100 B (0.50248756 0.49751244)
## 10) symmetry_worst< -1.815934 124 45 B (0.63709677 0.36290323)
## 20) smoothness_mean< -2.391331 44 3 B (0.93181818 0.06818182)
## 40) texture_worst>=3.914405 36 0 B (1.00000000 0.00000000) *
## 41) texture_worst< 3.914405 8 3 B (0.62500000 0.37500000)
## 82) texture_mean< 2.735767 5 0 B (1.00000000 0.00000000) *
## 83) texture_mean>=2.735767 3 0 M (0.00000000 1.00000000) *
## 21) smoothness_mean>=-2.391331 80 38 M (0.47500000 0.52500000)
## 42) smoothness_mean>=-2.34755 61 24 B (0.60655738 0.39344262)
## 84) smoothness_worst>=-1.567043 49 12 B (0.75510204 0.24489796) *
## 85) smoothness_worst< -1.567043 12 0 M (0.00000000 1.00000000) *
## 43) smoothness_mean< -2.34755 19 1 M (0.05263158 0.94736842)
## 86) texture_mean< 2.696279 1 0 B (1.00000000 0.00000000) *
## 87) texture_mean>=2.696279 18 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-1.815934 77 22 M (0.28571429 0.71428571)
## 22) smoothness_mean>=-2.313605 21 5 B (0.76190476 0.23809524)
## 44) texture_worst< 4.514818 16 0 B (1.00000000 0.00000000) *
## 45) texture_worst>=4.514818 5 0 M (0.00000000 1.00000000) *
## 23) smoothness_mean< -2.313605 56 6 M (0.10714286 0.89285714)
## 46) texture_worst< 4.041871 3 0 B (1.00000000 0.00000000) *
## 47) texture_worst>=4.041871 53 3 M (0.05660377 0.94339623)
## 94) compactness_se>=-3.93685 16 3 M (0.18750000 0.81250000) *
## 95) compactness_se< -3.93685 37 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.963467 500 210 M (0.42000000 0.58000000)
## 6) symmetry_worst< -1.407879 462 208 M (0.45021645 0.54978355)
## 12) texture_mean>=2.987952 398 195 M (0.48994975 0.51005025)
## 24) smoothness_worst< -1.618721 53 12 B (0.77358491 0.22641509)
## 48) compactness_se< -3.004445 39 0 B (1.00000000 0.00000000) *
## 49) compactness_se>=-3.004445 14 2 M (0.14285714 0.85714286)
## 98) texture_mean< 3.076827 2 0 B (1.00000000 0.00000000) *
## 99) texture_mean>=3.076827 12 0 M (0.00000000 1.00000000) *
## 25) smoothness_worst>=-1.618721 345 154 M (0.44637681 0.55362319)
## 50) smoothness_mean< -2.508076 13 0 B (1.00000000 0.00000000) *
## 51) smoothness_mean>=-2.508076 332 141 M (0.42469880 0.57530120)
## 102) symmetry_worst>=-1.472361 17 2 B (0.88235294 0.11764706) *
## 103) symmetry_worst< -1.472361 315 126 M (0.40000000 0.60000000) *
## 13) texture_mean< 2.987952 64 13 M (0.20312500 0.79687500)
## 26) symmetry_worst< -1.866596 15 4 B (0.73333333 0.26666667)
## 52) smoothness_worst< -1.460243 11 0 B (1.00000000 0.00000000) *
## 53) smoothness_worst>=-1.460243 4 0 M (0.00000000 1.00000000) *
## 27) symmetry_worst>=-1.866596 49 2 M (0.04081633 0.95918367)
## 54) symmetry_worst>=-1.510954 2 0 B (1.00000000 0.00000000) *
## 55) symmetry_worst< -1.510954 47 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-1.407879 38 2 M (0.05263158 0.94736842)
## 14) smoothness_worst< -1.501886 11 2 M (0.18181818 0.81818182)
## 28) smoothness_mean>=-2.349786 2 0 B (1.00000000 0.00000000) *
## 29) smoothness_mean< -2.349786 9 0 M (0.00000000 1.00000000) *
## 15) smoothness_worst>=-1.501886 27 0 M (0.00000000 1.00000000) *
##
## $trees[[11]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 364 B (0.60087719 0.39912281)
## 2) smoothness_worst< -1.501069 533 172 B (0.67729831 0.32270169)
## 4) smoothness_worst>=-1.533868 178 32 B (0.82022472 0.17977528)
## 8) smoothness_mean>=-2.301086 76 3 B (0.96052632 0.03947368)
## 16) compactness_se< -3.645361 57 0 B (1.00000000 0.00000000) *
## 17) compactness_se>=-3.645361 19 3 B (0.84210526 0.15789474)
## 34) texture_mean< 3.043869 14 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=3.043869 5 2 M (0.40000000 0.60000000)
## 70) texture_mean>=3.100889 2 0 B (1.00000000 0.00000000) *
## 71) texture_mean< 3.100889 3 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.301086 102 29 B (0.71568627 0.28431373)
## 18) smoothness_worst< -1.52382 54 1 B (0.98148148 0.01851852)
## 36) texture_mean< 3.09982 53 0 B (1.00000000 0.00000000) *
## 37) texture_mean>=3.09982 1 0 M (0.00000000 1.00000000) *
## 19) smoothness_worst>=-1.52382 48 20 M (0.41666667 0.58333333)
## 38) smoothness_worst>=-1.509803 13 0 B (1.00000000 0.00000000) *
## 39) smoothness_worst< -1.509803 35 7 M (0.20000000 0.80000000)
## 78) texture_mean< 2.978922 11 4 B (0.63636364 0.36363636) *
## 79) texture_mean>=2.978922 24 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst< -1.533868 355 140 B (0.60563380 0.39436620)
## 10) smoothness_worst< -1.558926 252 75 B (0.70238095 0.29761905)
## 20) smoothness_worst>=-1.59459 111 13 B (0.88288288 0.11711712)
## 40) texture_mean>=2.736085 102 7 B (0.93137255 0.06862745)
## 80) texture_mean< 3.367615 98 5 B (0.94897959 0.05102041) *
## 81) texture_mean>=3.367615 4 2 B (0.50000000 0.50000000) *
## 41) texture_mean< 2.736085 9 3 M (0.33333333 0.66666667)
## 82) texture_mean< 2.701611 3 0 B (1.00000000 0.00000000) *
## 83) texture_mean>=2.701611 6 0 M (0.00000000 1.00000000) *
## 21) smoothness_worst< -1.59459 141 62 B (0.56028369 0.43971631)
## 42) texture_mean>=3.086027 34 4 B (0.88235294 0.11764706)
## 84) smoothness_mean< -2.373736 32 2 B (0.93750000 0.06250000) *
## 85) smoothness_mean>=-2.373736 2 0 M (0.00000000 1.00000000) *
## 43) texture_mean< 3.086027 107 49 M (0.45794393 0.54205607)
## 86) texture_mean< 2.891739 27 5 B (0.81481481 0.18518519) *
## 87) texture_mean>=2.891739 80 27 M (0.33750000 0.66250000) *
## 11) smoothness_worst>=-1.558926 103 38 M (0.36893204 0.63106796)
## 22) smoothness_mean< -2.48706 5 0 B (1.00000000 0.00000000) *
## 23) smoothness_mean>=-2.48706 98 33 M (0.33673469 0.66326531)
## 46) texture_mean< 2.874407 31 13 B (0.58064516 0.41935484)
## 92) texture_worst>=4.309643 14 0 B (1.00000000 0.00000000) *
## 93) texture_worst< 4.309643 17 4 M (0.23529412 0.76470588) *
## 47) texture_mean>=2.874407 67 15 M (0.22388060 0.77611940)
## 94) compactness_se>=-4.087687 41 15 M (0.36585366 0.63414634) *
## 95) compactness_se< -4.087687 26 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst>=-1.501069 379 187 M (0.49340369 0.50659631)
## 6) compactness_se< -3.990915 117 41 B (0.64957265 0.35042735)
## 12) smoothness_mean>=-2.290664 56 6 B (0.89285714 0.10714286)
## 24) texture_worst< 5.040422 53 3 B (0.94339623 0.05660377)
## 48) compactness_se< -4.02632 51 2 B (0.96078431 0.03921569)
## 96) smoothness_mean< -2.21595 43 0 B (1.00000000 0.00000000) *
## 97) smoothness_mean>=-2.21595 8 2 B (0.75000000 0.25000000) *
## 49) compactness_se>=-4.02632 2 1 B (0.50000000 0.50000000)
## 98) texture_mean< 2.69979 1 0 B (1.00000000 0.00000000) *
## 99) texture_mean>=2.69979 1 0 M (0.00000000 1.00000000) *
## 25) texture_worst>=5.040422 3 0 M (0.00000000 1.00000000) *
## 13) smoothness_mean< -2.290664 61 26 M (0.42622951 0.57377049)
## 26) texture_worst< 4.514456 12 0 B (1.00000000 0.00000000) *
## 27) texture_worst>=4.514456 49 14 M (0.28571429 0.71428571)
## 54) smoothness_worst>=-1.46668 14 2 B (0.85714286 0.14285714)
## 108) smoothness_mean< -2.333927 12 0 B (1.00000000 0.00000000) *
## 109) smoothness_mean>=-2.333927 2 0 M (0.00000000 1.00000000) *
## 55) smoothness_worst< -1.46668 35 2 M (0.05714286 0.94285714)
## 110) compactness_se>=-4.064037 2 0 B (1.00000000 0.00000000) *
## 111) compactness_se< -4.064037 33 0 M (0.00000000 1.00000000) *
## 7) compactness_se>=-3.990915 262 111 M (0.42366412 0.57633588)
## 14) compactness_se>=-3.761452 190 94 M (0.49473684 0.50526316)
## 28) smoothness_mean< -2.323555 63 17 B (0.73015873 0.26984127)
## 56) texture_worst>=4.59283 51 5 B (0.90196078 0.09803922)
## 112) symmetry_worst< -1.170683 48 2 B (0.95833333 0.04166667) *
## 113) symmetry_worst>=-1.170683 3 0 M (0.00000000 1.00000000) *
## 57) texture_worst< 4.59283 12 0 M (0.00000000 1.00000000) *
## 29) smoothness_mean>=-2.323555 127 48 M (0.37795276 0.62204724)
## 58) texture_mean< 2.914451 50 19 B (0.62000000 0.38000000)
## 116) smoothness_mean>=-2.256679 44 13 B (0.70454545 0.29545455) *
## 117) smoothness_mean< -2.256679 6 0 M (0.00000000 1.00000000) *
## 59) texture_mean>=2.914451 77 17 M (0.22077922 0.77922078)
## 118) smoothness_mean>=-2.093138 20 5 B (0.75000000 0.25000000) *
## 119) smoothness_mean< -2.093138 57 2 M (0.03508772 0.96491228) *
## 15) compactness_se< -3.761452 72 17 M (0.23611111 0.76388889)
## 30) texture_mean< 3.003683 46 17 M (0.36956522 0.63043478)
## 60) smoothness_worst< -1.4727 18 5 B (0.72222222 0.27777778)
## 120) symmetry_worst>=-1.886625 11 0 B (1.00000000 0.00000000) *
## 121) symmetry_worst< -1.886625 7 2 M (0.28571429 0.71428571) *
## 61) smoothness_worst>=-1.4727 28 4 M (0.14285714 0.85714286)
## 122) symmetry_worst< -1.895488 3 0 B (1.00000000 0.00000000) *
## 123) symmetry_worst>=-1.895488 25 1 M (0.04000000 0.96000000) *
## 31) texture_mean>=3.003683 26 0 M (0.00000000 1.00000000) *
##
## $trees[[12]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 405 B (0.55592105 0.44407895)
## 2) symmetry_worst< -1.529201 769 301 B (0.60858257 0.39141743)
## 4) smoothness_worst< -1.500665 504 164 B (0.67460317 0.32539683)
## 8) smoothness_mean>=-2.290166 82 10 B (0.87804878 0.12195122)
## 16) smoothness_mean< -2.172878 76 5 B (0.93421053 0.06578947)
## 32) compactness_se< -3.64785 56 0 B (1.00000000 0.00000000) *
## 33) compactness_se>=-3.64785 20 5 B (0.75000000 0.25000000)
## 66) texture_mean< 3.043869 15 0 B (1.00000000 0.00000000) *
## 67) texture_mean>=3.043869 5 0 M (0.00000000 1.00000000) *
## 17) smoothness_mean>=-2.172878 6 1 M (0.16666667 0.83333333)
## 34) texture_mean< 2.810764 1 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.810764 5 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.290166 422 154 B (0.63507109 0.36492891)
## 18) compactness_se< -4.704842 31 0 B (1.00000000 0.00000000) *
## 19) compactness_se>=-4.704842 391 154 B (0.60613811 0.39386189)
## 38) symmetry_worst< -1.815934 231 73 B (0.68398268 0.31601732)
## 76) smoothness_mean< -2.307549 215 59 B (0.72558140 0.27441860) *
## 77) smoothness_mean>=-2.307549 16 2 M (0.12500000 0.87500000) *
## 39) symmetry_worst>=-1.815934 160 79 M (0.49375000 0.50625000)
## 78) symmetry_worst>=-1.750623 101 32 B (0.68316832 0.31683168) *
## 79) symmetry_worst< -1.750623 59 10 M (0.16949153 0.83050847) *
## 5) smoothness_worst>=-1.500665 265 128 M (0.48301887 0.51698113)
## 10) texture_worst< 4.1745 19 0 B (1.00000000 0.00000000) *
## 11) texture_worst>=4.1745 246 109 M (0.44308943 0.55691057)
## 22) texture_worst>=4.355555 208 103 B (0.50480769 0.49519231)
## 44) texture_mean< 2.929857 67 19 B (0.71641791 0.28358209)
## 88) texture_mean>=2.856753 35 0 B (1.00000000 0.00000000) *
## 89) texture_mean< 2.856753 32 13 M (0.40625000 0.59375000) *
## 45) texture_mean>=2.929857 141 57 M (0.40425532 0.59574468)
## 90) texture_mean>=3.039982 75 30 B (0.60000000 0.40000000) *
## 91) texture_mean< 3.039982 66 12 M (0.18181818 0.81818182) *
## 23) texture_worst< 4.355555 38 4 M (0.10526316 0.89473684)
## 46) compactness_se< -4.21018 2 0 B (1.00000000 0.00000000) *
## 47) compactness_se>=-4.21018 36 2 M (0.05555556 0.94444444)
## 94) symmetry_worst< -1.952252 4 2 B (0.50000000 0.50000000) *
## 95) symmetry_worst>=-1.952252 32 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.529201 143 39 M (0.27272727 0.72727273)
## 6) symmetry_worst< -1.294666 97 37 M (0.38144330 0.61855670)
## 12) symmetry_worst>=-1.49936 57 25 B (0.56140351 0.43859649)
## 24) texture_mean< 2.794024 16 0 B (1.00000000 0.00000000) *
## 25) texture_mean>=2.794024 41 16 M (0.39024390 0.60975610)
## 50) compactness_se< -4.218076 9 1 B (0.88888889 0.11111111)
## 100) texture_worst< 5.204837 8 0 B (1.00000000 0.00000000) *
## 101) texture_worst>=5.204837 1 0 M (0.00000000 1.00000000) *
## 51) compactness_se>=-4.218076 32 8 M (0.25000000 0.75000000)
## 102) compactness_se>=-2.983317 8 1 B (0.87500000 0.12500000) *
## 103) compactness_se< -2.983317 24 1 M (0.04166667 0.95833333) *
## 13) symmetry_worst< -1.49936 40 5 M (0.12500000 0.87500000)
## 26) smoothness_mean< -2.22333 14 5 M (0.35714286 0.64285714)
## 52) texture_mean< 2.96156 4 0 B (1.00000000 0.00000000) *
## 53) texture_mean>=2.96156 10 1 M (0.10000000 0.90000000)
## 106) smoothness_mean< -2.540124 1 0 B (1.00000000 0.00000000) *
## 107) smoothness_mean>=-2.540124 9 0 M (0.00000000 1.00000000) *
## 27) smoothness_mean>=-2.22333 26 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-1.294666 46 2 M (0.04347826 0.95652174)
## 14) compactness_se>=-2.540721 2 1 B (0.50000000 0.50000000)
## 28) texture_mean< 2.996569 1 0 B (1.00000000 0.00000000) *
## 29) texture_mean>=2.996569 1 0 M (0.00000000 1.00000000) *
## 15) compactness_se< -2.540721 44 1 M (0.02272727 0.97727273)
## 30) texture_mean>=3.09883 9 1 M (0.11111111 0.88888889)
## 60) texture_mean< 3.126045 1 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=3.126045 8 0 M (0.00000000 1.00000000) *
## 31) texture_mean< 3.09883 35 0 M (0.00000000 1.00000000) *
##
## $trees[[13]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 435 B (0.52302632 0.47697368)
## 2) symmetry_worst< -1.353976 875 401 B (0.54171429 0.45828571)
## 4) compactness_se< -4.705732 29 0 B (1.00000000 0.00000000) *
## 5) compactness_se>=-4.705732 846 401 B (0.52600473 0.47399527)
## 10) texture_worst< 4.905415 645 277 B (0.57054264 0.42945736)
## 20) texture_worst>=4.543638 301 96 B (0.68106312 0.31893688)
## 40) texture_mean< 3.058002 201 39 B (0.80597015 0.19402985)
## 80) smoothness_mean< -2.412736 69 4 B (0.94202899 0.05797101) *
## 81) smoothness_mean>=-2.412736 132 35 B (0.73484848 0.26515152) *
## 41) texture_mean>=3.058002 100 43 M (0.43000000 0.57000000)
## 82) texture_worst>=4.891741 16 0 B (1.00000000 0.00000000) *
## 83) texture_worst< 4.891741 84 27 M (0.32142857 0.67857143) *
## 21) texture_worst< 4.543638 344 163 M (0.47383721 0.52616279)
## 42) smoothness_worst< -1.451541 287 135 B (0.52961672 0.47038328)
## 84) texture_mean< 2.758426 52 9 B (0.82692308 0.17307692) *
## 85) texture_mean>=2.758426 235 109 M (0.46382979 0.53617021) *
## 43) smoothness_worst>=-1.451541 57 11 M (0.19298246 0.80701754)
## 86) texture_worst< 3.781157 5 0 B (1.00000000 0.00000000) *
## 87) texture_worst>=3.781157 52 6 M (0.11538462 0.88461538) *
## 11) texture_worst>=4.905415 201 77 M (0.38308458 0.61691542)
## 22) texture_mean>=3.166067 111 53 B (0.52252252 0.47747748)
## 44) texture_mean< 3.321787 60 16 B (0.73333333 0.26666667)
## 88) smoothness_mean< -2.296246 47 6 B (0.87234043 0.12765957) *
## 89) smoothness_mean>=-2.296246 13 3 M (0.23076923 0.76923077) *
## 45) texture_mean>=3.321787 51 14 M (0.27450980 0.72549020)
## 90) texture_mean>=3.336125 22 10 B (0.54545455 0.45454545) *
## 91) texture_mean< 3.336125 29 2 M (0.06896552 0.93103448) *
## 23) texture_mean< 3.166067 90 19 M (0.21111111 0.78888889)
## 46) symmetry_worst>=-1.737511 38 17 M (0.44736842 0.55263158)
## 92) symmetry_worst< -1.71462 10 0 B (1.00000000 0.00000000) *
## 93) symmetry_worst>=-1.71462 28 7 M (0.25000000 0.75000000) *
## 47) symmetry_worst< -1.737511 52 2 M (0.03846154 0.96153846)
## 94) smoothness_worst>=-1.433747 2 0 B (1.00000000 0.00000000) *
## 95) smoothness_worst< -1.433747 50 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.353976 37 3 M (0.08108108 0.91891892)
## 6) texture_worst< 4.34069 6 3 B (0.50000000 0.50000000)
## 12) compactness_se< -3.322677 3 0 B (1.00000000 0.00000000) *
## 13) compactness_se>=-3.322677 3 0 M (0.00000000 1.00000000) *
## 7) texture_worst>=4.34069 31 0 M (0.00000000 1.00000000) *
##
## $trees[[14]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 430 B (0.52850877 0.47149123)
## 2) texture_worst< 4.905415 706 287 B (0.59348442 0.40651558)
## 4) compactness_se< -3.678758 396 127 B (0.67929293 0.32070707)
## 8) symmetry_worst< -1.966052 87 10 B (0.88505747 0.11494253)
## 16) symmetry_worst>=-2.469594 82 5 B (0.93902439 0.06097561)
## 32) texture_worst< 4.614874 70 0 B (1.00000000 0.00000000) *
## 33) texture_worst>=4.614874 12 5 B (0.58333333 0.41666667)
## 66) texture_mean>=2.955146 7 0 B (1.00000000 0.00000000) *
## 67) texture_mean< 2.955146 5 0 M (0.00000000 1.00000000) *
## 17) symmetry_worst< -2.469594 5 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst>=-1.966052 309 117 B (0.62135922 0.37864078)
## 18) smoothness_mean>=-2.290664 95 15 B (0.84210526 0.15789474)
## 36) smoothness_worst< -1.414436 87 8 B (0.90804598 0.09195402)
## 72) smoothness_mean< -2.089616 84 5 B (0.94047619 0.05952381) *
## 73) smoothness_mean>=-2.089616 3 0 M (0.00000000 1.00000000) *
## 37) smoothness_worst>=-1.414436 8 1 M (0.12500000 0.87500000)
## 74) texture_mean< 2.760626 1 0 B (1.00000000 0.00000000) *
## 75) texture_mean>=2.760626 7 0 M (0.00000000 1.00000000) *
## 19) smoothness_mean< -2.290664 214 102 B (0.52336449 0.47663551)
## 38) compactness_se>=-3.93685 63 13 B (0.79365079 0.20634921)
## 76) smoothness_mean< -2.296604 55 5 B (0.90909091 0.09090909) *
## 77) smoothness_mean>=-2.296604 8 0 M (0.00000000 1.00000000) *
## 39) compactness_se< -3.93685 151 62 M (0.41059603 0.58940397)
## 78) texture_mean< 2.824054 20 1 B (0.95000000 0.05000000) *
## 79) texture_mean>=2.824054 131 43 M (0.32824427 0.67175573) *
## 5) compactness_se>=-3.678758 310 150 M (0.48387097 0.51612903)
## 10) compactness_se>=-3.494301 245 107 B (0.56326531 0.43673469)
## 20) texture_mean< 3.133914 231 93 B (0.59740260 0.40259740)
## 40) smoothness_worst< -1.395608 214 78 B (0.63551402 0.36448598)
## 80) smoothness_worst>=-1.723213 201 66 B (0.67164179 0.32835821) *
## 81) smoothness_worst< -1.723213 13 1 M (0.07692308 0.92307692) *
## 41) smoothness_worst>=-1.395608 17 2 M (0.11764706 0.88235294)
## 82) texture_mean< 2.712316 2 0 B (1.00000000 0.00000000) *
## 83) texture_mean>=2.712316 15 0 M (0.00000000 1.00000000) *
## 21) texture_mean>=3.133914 14 0 M (0.00000000 1.00000000) *
## 11) compactness_se< -3.494301 65 12 M (0.18461538 0.81538462)
## 22) smoothness_mean< -2.505642 6 0 B (1.00000000 0.00000000) *
## 23) smoothness_mean>=-2.505642 59 6 M (0.10169492 0.89830508)
## 46) texture_worst< 4.248666 8 4 B (0.50000000 0.50000000)
## 92) compactness_se< -3.503762 4 0 B (1.00000000 0.00000000) *
## 93) compactness_se>=-3.503762 4 0 M (0.00000000 1.00000000) *
## 47) texture_worst>=4.248666 51 2 M (0.03921569 0.96078431)
## 94) smoothness_worst< -1.582431 6 2 M (0.33333333 0.66666667) *
## 95) smoothness_worst>=-1.582431 45 0 M (0.00000000 1.00000000) *
## 3) texture_worst>=4.905415 206 63 M (0.30582524 0.69417476)
## 6) smoothness_mean< -2.336091 119 48 M (0.40336134 0.59663866)
## 12) symmetry_worst>=-1.857231 55 20 B (0.63636364 0.36363636)
## 24) texture_mean< 3.386045 49 14 B (0.71428571 0.28571429)
## 48) smoothness_mean< -2.411583 27 3 B (0.88888889 0.11111111)
## 96) texture_worst< 5.083395 22 0 B (1.00000000 0.00000000) *
## 97) texture_worst>=5.083395 5 2 M (0.40000000 0.60000000) *
## 49) smoothness_mean>=-2.411583 22 11 B (0.50000000 0.50000000)
## 98) texture_mean>=3.217018 13 2 B (0.84615385 0.15384615) *
## 99) texture_mean< 3.217018 9 0 M (0.00000000 1.00000000) *
## 25) texture_mean>=3.386045 6 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst< -1.857231 64 13 M (0.20312500 0.79687500)
## 26) symmetry_worst< -2.041024 30 13 M (0.43333333 0.56666667)
## 52) texture_mean< 3.321787 9 0 B (1.00000000 0.00000000) *
## 53) texture_mean>=3.321787 21 4 M (0.19047619 0.80952381)
## 106) texture_mean>=3.337721 4 0 B (1.00000000 0.00000000) *
## 107) texture_mean< 3.337721 17 0 M (0.00000000 1.00000000) *
## 27) symmetry_worst>=-2.041024 34 0 M (0.00000000 1.00000000) *
## 7) smoothness_mean>=-2.336091 87 15 M (0.17241379 0.82758621)
## 14) symmetry_worst< -2.207988 10 2 B (0.80000000 0.20000000)
## 28) texture_mean>=3.253685 8 0 B (1.00000000 0.00000000) *
## 29) texture_mean< 3.253685 2 0 M (0.00000000 1.00000000) *
## 15) symmetry_worst>=-2.207988 77 7 M (0.09090909 0.90909091)
## 30) smoothness_mean>=-2.094359 4 1 B (0.75000000 0.25000000)
## 60) texture_mean>=3.139524 3 0 B (1.00000000 0.00000000) *
## 61) texture_mean< 3.139524 1 0 M (0.00000000 1.00000000) *
## 31) smoothness_mean< -2.094359 73 4 M (0.05479452 0.94520548)
## 62) compactness_se< -4.040144 7 3 B (0.57142857 0.42857143)
## 124) texture_mean>=3.023605 4 0 B (1.00000000 0.00000000) *
## 125) texture_mean< 3.023605 3 0 M (0.00000000 1.00000000) *
## 63) compactness_se>=-4.040144 66 0 M (0.00000000 1.00000000) *
##
## $trees[[15]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 431 B (0.52741228 0.47258772)
## 2) compactness_se< -3.675038 494 165 B (0.66599190 0.33400810)
## 4) texture_worst< 4.914145 404 105 B (0.74009901 0.25990099)
## 8) symmetry_worst< -1.966052 88 6 B (0.93181818 0.06818182)
## 16) texture_worst< 4.738904 76 2 B (0.97368421 0.02631579)
## 32) compactness_se>=-4.459681 51 0 B (1.00000000 0.00000000) *
## 33) compactness_se< -4.459681 25 2 B (0.92000000 0.08000000)
## 66) compactness_se< -4.50262 24 1 B (0.95833333 0.04166667) *
## 67) compactness_se>=-4.50262 1 0 M (0.00000000 1.00000000) *
## 17) texture_worst>=4.738904 12 4 B (0.66666667 0.33333333)
## 34) texture_mean>=2.977147 8 0 B (1.00000000 0.00000000) *
## 35) texture_mean< 2.977147 4 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst>=-1.966052 316 99 B (0.68670886 0.31329114)
## 18) symmetry_worst>=-1.959426 306 89 B (0.70915033 0.29084967)
## 36) smoothness_worst< -1.485467 219 45 B (0.79452055 0.20547945)
## 72) smoothness_mean>=-2.330779 62 0 B (1.00000000 0.00000000) *
## 73) smoothness_mean< -2.330779 157 45 B (0.71337580 0.28662420) *
## 37) smoothness_worst>=-1.485467 87 43 M (0.49425287 0.50574713)
## 74) smoothness_worst>=-1.403628 9 0 B (1.00000000 0.00000000) *
## 75) smoothness_worst< -1.403628 78 34 M (0.43589744 0.56410256) *
## 19) symmetry_worst< -1.959426 10 0 M (0.00000000 1.00000000) *
## 5) texture_worst>=4.914145 90 30 M (0.33333333 0.66666667)
## 10) symmetry_worst>=-1.857231 52 25 B (0.51923077 0.48076923)
## 20) smoothness_mean< -2.365266 25 5 B (0.80000000 0.20000000)
## 40) symmetry_worst< -1.592735 20 1 B (0.95000000 0.05000000)
## 80) symmetry_worst< -1.695215 14 0 B (1.00000000 0.00000000) *
## 81) symmetry_worst>=-1.695215 6 1 B (0.83333333 0.16666667) *
## 41) symmetry_worst>=-1.592735 5 1 M (0.20000000 0.80000000)
## 82) texture_mean< 3.202332 1 0 B (1.00000000 0.00000000) *
## 83) texture_mean>=3.202332 4 0 M (0.00000000 1.00000000) *
## 21) smoothness_mean>=-2.365266 27 7 M (0.25925926 0.74074074)
## 42) compactness_se< -4.512898 4 0 B (1.00000000 0.00000000) *
## 43) compactness_se>=-4.512898 23 3 M (0.13043478 0.86956522)
## 86) symmetry_worst< -1.803493 2 0 B (1.00000000 0.00000000) *
## 87) symmetry_worst>=-1.803493 21 1 M (0.04761905 0.95238095) *
## 11) symmetry_worst< -1.857231 38 3 M (0.07894737 0.92105263)
## 22) texture_mean>=3.361554 2 0 B (1.00000000 0.00000000) *
## 23) texture_mean< 3.361554 36 1 M (0.02777778 0.97222222)
## 46) smoothness_worst< -1.624645 1 0 B (1.00000000 0.00000000) *
## 47) smoothness_worst>=-1.624645 35 0 M (0.00000000 1.00000000) *
## 3) compactness_se>=-3.675038 418 152 M (0.36363636 0.63636364)
## 6) smoothness_worst< -1.615894 48 11 B (0.77083333 0.22916667)
## 12) smoothness_worst>=-1.723213 39 4 B (0.89743590 0.10256410)
## 24) smoothness_mean< -2.337942 37 2 B (0.94594595 0.05405405)
## 48) compactness_se>=-3.5866 34 0 B (1.00000000 0.00000000) *
## 49) compactness_se< -3.5866 3 1 M (0.33333333 0.66666667)
## 98) texture_mean>=3.008041 1 0 B (1.00000000 0.00000000) *
## 99) texture_mean< 3.008041 2 0 M (0.00000000 1.00000000) *
## 25) smoothness_mean>=-2.337942 2 0 M (0.00000000 1.00000000) *
## 13) smoothness_worst< -1.723213 9 2 M (0.22222222 0.77777778)
## 26) compactness_se< -3.013033 2 0 B (1.00000000 0.00000000) *
## 27) compactness_se>=-3.013033 7 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst>=-1.615894 370 115 M (0.31081081 0.68918919)
## 14) smoothness_worst>=-1.568787 276 105 M (0.38043478 0.61956522)
## 28) symmetry_worst< -2.184494 40 11 B (0.72500000 0.27500000)
## 56) smoothness_mean>=-2.443464 33 4 B (0.87878788 0.12121212)
## 112) smoothness_mean< -2.272702 31 2 B (0.93548387 0.06451613) *
## 113) smoothness_mean>=-2.272702 2 0 M (0.00000000 1.00000000) *
## 57) smoothness_mean< -2.443464 7 0 M (0.00000000 1.00000000) *
## 29) symmetry_worst>=-2.184494 236 76 M (0.32203390 0.67796610)
## 58) smoothness_mean< -2.414471 26 7 B (0.73076923 0.26923077)
## 116) smoothness_worst< -1.485474 17 0 B (1.00000000 0.00000000) *
## 117) smoothness_worst>=-1.485474 9 2 M (0.22222222 0.77777778) *
## 59) smoothness_mean>=-2.414471 210 57 M (0.27142857 0.72857143)
## 118) compactness_se>=-3.494301 157 56 M (0.35668790 0.64331210) *
## 119) compactness_se< -3.494301 53 1 M (0.01886792 0.98113208) *
## 15) smoothness_worst< -1.568787 94 10 M (0.10638298 0.89361702)
## 30) smoothness_mean< -2.478608 2 0 B (1.00000000 0.00000000) *
## 31) smoothness_mean>=-2.478608 92 8 M (0.08695652 0.91304348)
## 62) texture_worst>=4.493334 29 8 M (0.27586207 0.72413793)
## 124) texture_mean< 3.025285 6 0 B (1.00000000 0.00000000) *
## 125) texture_mean>=3.025285 23 2 M (0.08695652 0.91304348) *
## 63) texture_worst< 4.493334 63 0 M (0.00000000 1.00000000) *
##
## $trees[[16]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 424 B (0.53508772 0.46491228)
## 2) texture_worst< 5.073292 838 366 B (0.56324582 0.43675418)
## 4) smoothness_worst< -1.637109 52 7 B (0.86538462 0.13461538)
## 8) smoothness_worst>=-1.723213 45 3 B (0.93333333 0.06666667)
## 16) texture_mean< 3.197634 44 2 B (0.95454545 0.04545455)
## 32) texture_worst< 4.555602 35 0 B (1.00000000 0.00000000) *
## 33) texture_worst>=4.555602 9 2 B (0.77777778 0.22222222)
## 66) texture_mean>=3.000839 7 0 B (1.00000000 0.00000000) *
## 67) texture_mean< 3.000839 2 0 M (0.00000000 1.00000000) *
## 17) texture_mean>=3.197634 1 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst< -1.723213 7 3 M (0.42857143 0.57142857)
## 18) smoothness_mean< -2.637023 3 0 B (1.00000000 0.00000000) *
## 19) smoothness_mean>=-2.637023 4 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst>=-1.637109 786 359 B (0.54325700 0.45674300)
## 10) compactness_se< -3.619913 461 180 B (0.60954447 0.39045553)
## 20) smoothness_mean>=-2.313143 173 47 B (0.72832370 0.27167630)
## 40) smoothness_mean< -2.21595 141 28 B (0.80141844 0.19858156)
## 80) symmetry_worst< -1.354965 137 24 B (0.82481752 0.17518248) *
## 81) symmetry_worst>=-1.354965 4 0 M (0.00000000 1.00000000) *
## 41) smoothness_mean>=-2.21595 32 13 M (0.40625000 0.59375000)
## 82) texture_worst< 4.482045 15 3 B (0.80000000 0.20000000) *
## 83) texture_worst>=4.482045 17 1 M (0.05882353 0.94117647) *
## 21) smoothness_mean< -2.313143 288 133 B (0.53819444 0.46180556)
## 42) compactness_se>=-3.93685 72 17 B (0.76388889 0.23611111)
## 84) compactness_se< -3.821057 38 2 B (0.94736842 0.05263158) *
## 85) compactness_se>=-3.821057 34 15 B (0.55882353 0.44117647) *
## 43) compactness_se< -3.93685 216 100 M (0.46296296 0.53703704)
## 86) compactness_se< -3.996495 183 83 B (0.54644809 0.45355191) *
## 87) compactness_se>=-3.996495 33 0 M (0.00000000 1.00000000) *
## 11) compactness_se>=-3.619913 325 146 M (0.44923077 0.55076923)
## 22) compactness_se>=-3.3557 165 64 B (0.61212121 0.38787879)
## 44) texture_mean< 3.038537 117 30 B (0.74358974 0.25641026)
## 88) smoothness_worst< -1.430558 87 11 B (0.87356322 0.12643678) *
## 89) smoothness_worst>=-1.430558 30 11 M (0.36666667 0.63333333) *
## 45) texture_mean>=3.038537 48 14 M (0.29166667 0.70833333)
## 90) texture_worst>=4.982753 16 2 B (0.87500000 0.12500000) *
## 91) texture_worst< 4.982753 32 0 M (0.00000000 1.00000000) *
## 23) compactness_se< -3.3557 160 45 M (0.28125000 0.71875000)
## 46) texture_mean>=3.039982 57 24 B (0.57894737 0.42105263)
## 92) smoothness_mean>=-2.353373 37 6 B (0.83783784 0.16216216) *
## 93) smoothness_mean< -2.353373 20 2 M (0.10000000 0.90000000) *
## 47) texture_mean< 3.039982 103 12 M (0.11650485 0.88349515)
## 94) smoothness_mean>=-2.144733 4 1 B (0.75000000 0.25000000) *
## 95) smoothness_mean< -2.144733 99 9 M (0.09090909 0.90909091) *
## 3) texture_worst>=5.073292 74 16 M (0.21621622 0.78378378)
## 6) symmetry_worst< -2.065229 18 8 B (0.55555556 0.44444444)
## 12) compactness_se< -3.400535 10 0 B (1.00000000 0.00000000) *
## 13) compactness_se>=-3.400535 8 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-2.065229 56 6 M (0.10714286 0.89285714)
## 14) texture_mean< 2.963622 2 0 B (1.00000000 0.00000000) *
## 15) texture_mean>=2.963622 54 4 M (0.07407407 0.92592593)
## 30) texture_mean>=3.33683 20 4 M (0.20000000 0.80000000)
## 60) texture_mean< 3.340739 2 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=3.340739 18 2 M (0.11111111 0.88888889)
## 122) symmetry_worst>=-1.729382 4 2 B (0.50000000 0.50000000) *
## 123) symmetry_worst< -1.729382 14 0 M (0.00000000 1.00000000) *
## 31) texture_mean< 3.33683 34 0 M (0.00000000 1.00000000) *
##
## $trees[[17]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 447 M (0.49013158 0.50986842)
## 2) texture_worst< 4.389172 250 94 B (0.62400000 0.37600000)
## 4) compactness_se>=-3.426516 85 12 B (0.85882353 0.14117647)
## 8) smoothness_mean< -2.149436 69 3 B (0.95652174 0.04347826)
## 16) smoothness_worst< -1.407433 68 2 B (0.97058824 0.02941176)
## 32) symmetry_worst< -1.001713 67 1 B (0.98507463 0.01492537)
## 64) compactness_se< -2.977407 48 0 B (1.00000000 0.00000000) *
## 65) compactness_se>=-2.977407 19 1 B (0.94736842 0.05263158) *
## 33) symmetry_worst>=-1.001713 1 0 M (0.00000000 1.00000000) *
## 17) smoothness_worst>=-1.407433 1 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean>=-2.149436 16 7 M (0.43750000 0.56250000)
## 18) smoothness_worst>=-1.329787 7 0 B (1.00000000 0.00000000) *
## 19) smoothness_worst< -1.329787 9 0 M (0.00000000 1.00000000) *
## 5) compactness_se< -3.426516 165 82 B (0.50303030 0.49696970)
## 10) compactness_se< -4.288174 25 0 B (1.00000000 0.00000000) *
## 11) compactness_se>=-4.288174 140 58 M (0.41428571 0.58571429)
## 22) smoothness_worst>=-1.600324 105 49 B (0.53333333 0.46666667)
## 44) compactness_se< -3.438744 92 36 B (0.60869565 0.39130435)
## 88) compactness_se>=-3.532908 18 0 B (1.00000000 0.00000000) *
## 89) compactness_se< -3.532908 74 36 B (0.51351351 0.48648649) *
## 45) compactness_se>=-3.438744 13 0 M (0.00000000 1.00000000) *
## 23) smoothness_worst< -1.600324 35 2 M (0.05714286 0.94285714)
## 46) texture_mean< 2.732742 2 0 B (1.00000000 0.00000000) *
## 47) texture_mean>=2.732742 33 0 M (0.00000000 1.00000000) *
## 3) texture_worst>=4.389172 662 291 M (0.43957704 0.56042296)
## 6) symmetry_worst< -1.354965 615 284 M (0.46178862 0.53821138)
## 12) compactness_se>=-4.49319 518 259 B (0.50000000 0.50000000)
## 24) texture_mean< 2.931727 95 27 B (0.71578947 0.28421053)
## 48) texture_worst>=4.418221 83 15 B (0.81927711 0.18072289)
## 96) texture_mean>=2.84315 76 8 B (0.89473684 0.10526316) *
## 97) texture_mean< 2.84315 7 0 M (0.00000000 1.00000000) *
## 49) texture_worst< 4.418221 12 0 M (0.00000000 1.00000000) *
## 25) texture_mean>=2.931727 423 191 M (0.45153664 0.54846336)
## 50) symmetry_worst< -1.776275 218 96 B (0.55963303 0.44036697)
## 100) symmetry_worst>=-1.925345 76 20 B (0.73684211 0.26315789) *
## 101) symmetry_worst< -1.925345 142 66 M (0.46478873 0.53521127) *
## 51) symmetry_worst>=-1.776275 205 69 M (0.33658537 0.66341463)
## 102) compactness_se>=-2.749072 11 0 B (1.00000000 0.00000000) *
## 103) compactness_se< -2.749072 194 58 M (0.29896907 0.70103093) *
## 13) compactness_se< -4.49319 97 25 M (0.25773196 0.74226804)
## 26) compactness_se< -4.705732 8 0 B (1.00000000 0.00000000) *
## 27) compactness_se>=-4.705732 89 17 M (0.19101124 0.80898876)
## 54) texture_worst>=5.153351 5 0 B (1.00000000 0.00000000) *
## 55) texture_worst< 5.153351 84 12 M (0.14285714 0.85714286)
## 110) texture_mean< 2.841101 2 0 B (1.00000000 0.00000000) *
## 111) texture_mean>=2.841101 82 10 M (0.12195122 0.87804878) *
## 7) symmetry_worst>=-1.354965 47 7 M (0.14893617 0.85106383)
## 14) smoothness_worst< -1.49848 15 7 M (0.46666667 0.53333333)
## 28) smoothness_worst>=-1.545975 7 0 B (1.00000000 0.00000000) *
## 29) smoothness_worst< -1.545975 8 0 M (0.00000000 1.00000000) *
## 15) smoothness_worst>=-1.49848 32 0 M (0.00000000 1.00000000) *
##
## $trees[[18]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 443 B (0.51425439 0.48574561)
## 2) smoothness_worst>=-1.434633 119 33 B (0.72268908 0.27731092)
## 4) texture_worst< 5.03129 111 25 B (0.77477477 0.22522523)
## 8) texture_worst>=4.624204 63 4 B (0.93650794 0.06349206)
## 16) symmetry_worst< -1.416447 61 2 B (0.96721311 0.03278689)
## 32) compactness_se>=-4.290135 60 1 B (0.98333333 0.01666667)
## 64) texture_worst>=4.769176 51 0 B (1.00000000 0.00000000) *
## 65) texture_worst< 4.769176 9 1 B (0.88888889 0.11111111) *
## 33) compactness_se< -4.290135 1 0 M (0.00000000 1.00000000) *
## 17) symmetry_worst>=-1.416447 2 0 M (0.00000000 1.00000000) *
## 9) texture_worst< 4.624204 48 21 B (0.56250000 0.43750000)
## 18) texture_mean< 2.950291 36 9 B (0.75000000 0.25000000)
## 36) texture_worst< 4.30106 15 0 B (1.00000000 0.00000000) *
## 37) texture_worst>=4.30106 21 9 B (0.57142857 0.42857143)
## 74) texture_worst>=4.375462 13 1 B (0.92307692 0.07692308) *
## 75) texture_worst< 4.375462 8 0 M (0.00000000 1.00000000) *
## 19) texture_mean>=2.950291 12 0 M (0.00000000 1.00000000) *
## 5) texture_worst>=5.03129 8 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst< -1.434633 793 383 M (0.48297604 0.51702396)
## 6) symmetry_worst< -2.048468 140 44 B (0.68571429 0.31428571)
## 12) smoothness_worst< -1.597563 44 4 B (0.90909091 0.09090909)
## 24) smoothness_worst>=-1.692286 38 0 B (1.00000000 0.00000000) *
## 25) smoothness_worst< -1.692286 6 2 M (0.33333333 0.66666667)
## 50) texture_mean< 3.03091 1 0 B (1.00000000 0.00000000) *
## 51) texture_mean>=3.03091 5 1 M (0.20000000 0.80000000)
## 102) smoothness_mean< -2.690023 1 0 B (1.00000000 0.00000000) *
## 103) smoothness_mean>=-2.690023 4 0 M (0.00000000 1.00000000) *
## 13) smoothness_worst>=-1.597563 96 40 B (0.58333333 0.41666667)
## 26) smoothness_worst>=-1.595503 85 29 B (0.65882353 0.34117647)
## 52) texture_worst< 4.605004 28 1 B (0.96428571 0.03571429)
## 104) smoothness_mean< -2.178638 27 0 B (1.00000000 0.00000000) *
## 105) smoothness_mean>=-2.178638 1 0 M (0.00000000 1.00000000) *
## 53) texture_worst>=4.605004 57 28 B (0.50877193 0.49122807)
## 106) texture_worst>=4.755481 35 9 B (0.74285714 0.25714286) *
## 107) texture_worst< 4.755481 22 3 M (0.13636364 0.86363636) *
## 27) smoothness_worst< -1.595503 11 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-2.048468 653 287 M (0.43950995 0.56049005)
## 14) compactness_se>=-2.744014 21 1 B (0.95238095 0.04761905)
## 28) texture_mean< 3.108758 20 0 B (1.00000000 0.00000000) *
## 29) texture_mean>=3.108758 1 0 M (0.00000000 1.00000000) *
## 15) compactness_se< -2.744014 632 267 M (0.42246835 0.57753165)
## 30) smoothness_worst< -1.657234 11 0 B (1.00000000 0.00000000) *
## 31) smoothness_worst>=-1.657234 621 256 M (0.41223833 0.58776167)
## 62) smoothness_mean>=-2.27497 119 50 B (0.57983193 0.42016807)
## 124) symmetry_worst< -1.532237 88 22 B (0.75000000 0.25000000) *
## 125) symmetry_worst>=-1.532237 31 3 M (0.09677419 0.90322581) *
## 63) smoothness_mean< -2.27497 502 187 M (0.37250996 0.62749004)
## 126) texture_mean< 2.963467 276 127 M (0.46014493 0.53985507) *
## 127) texture_mean>=2.963467 226 60 M (0.26548673 0.73451327) *
##
## $trees[[19]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 419 B (0.54057018 0.45942982)
## 2) texture_mean< 2.960364 416 152 B (0.63461538 0.36538462)
## 4) compactness_se< -3.955455 198 46 B (0.76767677 0.23232323)
## 8) smoothness_worst< -1.555669 61 1 B (0.98360656 0.01639344)
## 16) smoothness_mean< -2.306694 60 0 B (1.00000000 0.00000000) *
## 17) smoothness_mean>=-2.306694 1 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst>=-1.555669 137 45 B (0.67153285 0.32846715)
## 18) smoothness_worst>=-1.538735 96 10 B (0.89583333 0.10416667)
## 36) symmetry_worst< -1.33108 94 8 B (0.91489362 0.08510638)
## 72) smoothness_worst< -1.479154 66 1 B (0.98484848 0.01515152) *
## 73) smoothness_worst>=-1.479154 28 7 B (0.75000000 0.25000000) *
## 37) symmetry_worst>=-1.33108 2 0 M (0.00000000 1.00000000) *
## 19) smoothness_worst< -1.538735 41 6 M (0.14634146 0.85365854)
## 38) smoothness_mean>=-2.367846 6 0 B (1.00000000 0.00000000) *
## 39) smoothness_mean< -2.367846 35 0 M (0.00000000 1.00000000) *
## 5) compactness_se>=-3.955455 218 106 B (0.51376147 0.48623853)
## 10) compactness_se>=-3.93685 202 90 B (0.55445545 0.44554455)
## 20) symmetry_worst< -1.36527 181 72 B (0.60220994 0.39779006)
## 40) compactness_se>=-3.344528 42 1 B (0.97619048 0.02380952)
## 80) smoothness_mean< -2.044552 38 0 B (1.00000000 0.00000000) *
## 81) smoothness_mean>=-2.044552 4 1 B (0.75000000 0.25000000) *
## 41) compactness_se< -3.344528 139 68 M (0.48920863 0.51079137)
## 82) smoothness_worst>=-1.571881 87 32 B (0.63218391 0.36781609) *
## 83) smoothness_worst< -1.571881 52 13 M (0.25000000 0.75000000) *
## 21) symmetry_worst>=-1.36527 21 3 M (0.14285714 0.85714286)
## 42) smoothness_mean>=-2.036051 2 0 B (1.00000000 0.00000000) *
## 43) smoothness_mean< -2.036051 19 1 M (0.05263158 0.94736842)
## 86) compactness_se>=-2.588521 1 0 B (1.00000000 0.00000000) *
## 87) compactness_se< -2.588521 18 0 M (0.00000000 1.00000000) *
## 11) compactness_se< -3.93685 16 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.960364 496 229 M (0.46169355 0.53830645)
## 6) smoothness_worst< -1.637109 31 7 B (0.77419355 0.22580645)
## 12) compactness_se< -3.004445 23 1 B (0.95652174 0.04347826)
## 24) texture_mean< 3.212554 22 0 B (1.00000000 0.00000000) *
## 25) texture_mean>=3.212554 1 0 M (0.00000000 1.00000000) *
## 13) compactness_se>=-3.004445 8 2 M (0.25000000 0.75000000)
## 26) texture_mean< 3.076827 2 0 B (1.00000000 0.00000000) *
## 27) texture_mean>=3.076827 6 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst>=-1.637109 465 205 M (0.44086022 0.55913978)
## 14) smoothness_mean>=-2.468288 394 190 M (0.48223350 0.51776650)
## 28) smoothness_worst< -1.584838 48 11 B (0.77083333 0.22916667)
## 56) symmetry_worst< -1.538661 41 4 B (0.90243902 0.09756098)
## 112) compactness_se< -2.890796 31 0 B (1.00000000 0.00000000) *
## 113) compactness_se>=-2.890796 10 4 B (0.60000000 0.40000000) *
## 57) symmetry_worst>=-1.538661 7 0 M (0.00000000 1.00000000) *
## 29) smoothness_worst>=-1.584838 346 153 M (0.44219653 0.55780347)
## 58) texture_worst>=4.755169 194 88 B (0.54639175 0.45360825)
## 116) texture_worst< 4.905415 79 14 B (0.82278481 0.17721519) *
## 117) texture_worst>=4.905415 115 41 M (0.35652174 0.64347826) *
## 59) texture_worst< 4.755169 152 47 M (0.30921053 0.69078947)
## 118) symmetry_worst>=-1.606972 53 21 B (0.60377358 0.39622642) *
## 119) symmetry_worst< -1.606972 99 15 M (0.15151515 0.84848485) *
## 15) smoothness_mean< -2.468288 71 15 M (0.21126761 0.78873239)
## 30) symmetry_worst< -2.010076 20 10 B (0.50000000 0.50000000)
## 60) compactness_se< -3.542387 10 0 B (1.00000000 0.00000000) *
## 61) compactness_se>=-3.542387 10 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst>=-2.010076 51 5 M (0.09803922 0.90196078)
## 62) compactness_se>=-2.927099 2 0 B (1.00000000 0.00000000) *
## 63) compactness_se< -2.927099 49 3 M (0.06122449 0.93877551)
## 126) smoothness_mean< -2.579222 1 0 B (1.00000000 0.00000000) *
## 127) smoothness_mean>=-2.579222 48 2 M (0.04166667 0.95833333) *
##
## $trees[[20]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 411 B (0.54934211 0.45065789)
## 2) smoothness_mean< -2.423454 259 78 B (0.69884170 0.30115830)
## 4) smoothness_mean>=-2.441446 60 3 B (0.95000000 0.05000000)
## 8) smoothness_mean< -2.425205 54 1 B (0.98148148 0.01851852)
## 16) symmetry_worst< -1.496954 46 0 B (1.00000000 0.00000000) *
## 17) symmetry_worst>=-1.496954 8 1 B (0.87500000 0.12500000)
## 34) texture_mean< 2.97943 7 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.97943 1 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean>=-2.425205 6 2 B (0.66666667 0.33333333)
## 18) texture_mean< 3.032025 4 0 B (1.00000000 0.00000000) *
## 19) texture_mean>=3.032025 2 0 M (0.00000000 1.00000000) *
## 5) smoothness_mean< -2.441446 199 75 B (0.62311558 0.37688442)
## 10) smoothness_mean< -2.444322 184 60 B (0.67391304 0.32608696)
## 20) compactness_se>=-4.285626 107 22 B (0.79439252 0.20560748)
## 40) symmetry_worst>=-2.218277 93 11 B (0.88172043 0.11827957)
## 80) texture_mean< 3.080067 59 1 B (0.98305085 0.01694915) *
## 81) texture_mean>=3.080067 34 10 B (0.70588235 0.29411765) *
## 41) symmetry_worst< -2.218277 14 3 M (0.21428571 0.78571429)
## 82) smoothness_mean< -2.490273 3 0 B (1.00000000 0.00000000) *
## 83) smoothness_mean>=-2.490273 11 0 M (0.00000000 1.00000000) *
## 21) compactness_se< -4.285626 77 38 B (0.50649351 0.49350649)
## 42) symmetry_worst< -1.874628 24 3 B (0.87500000 0.12500000)
## 84) smoothness_worst< -1.552639 20 0 B (1.00000000 0.00000000) *
## 85) smoothness_worst>=-1.552639 4 1 M (0.25000000 0.75000000) *
## 43) symmetry_worst>=-1.874628 53 18 M (0.33962264 0.66037736)
## 86) smoothness_worst>=-1.548341 11 0 B (1.00000000 0.00000000) *
## 87) smoothness_worst< -1.548341 42 7 M (0.16666667 0.83333333) *
## 11) smoothness_mean>=-2.444322 15 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.423454 653 320 M (0.49004594 0.50995406)
## 6) symmetry_worst< -2.207988 45 4 B (0.91111111 0.08888889)
## 12) symmetry_worst>=-2.923662 43 2 B (0.95348837 0.04651163)
## 24) smoothness_worst>=-1.596418 40 0 B (1.00000000 0.00000000) *
## 25) smoothness_worst< -1.596418 3 1 M (0.33333333 0.66666667)
## 50) texture_mean>=2.905778 1 0 B (1.00000000 0.00000000) *
## 51) texture_mean< 2.905778 2 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst< -2.923662 2 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-2.207988 608 279 M (0.45888158 0.54111842)
## 14) compactness_se< -3.955455 199 80 B (0.59798995 0.40201005)
## 28) compactness_se>=-4.098353 93 16 B (0.82795699 0.17204301)
## 56) symmetry_worst< -1.449852 85 9 B (0.89411765 0.10588235)
## 112) smoothness_worst< -1.425761 79 4 B (0.94936709 0.05063291) *
## 113) smoothness_worst>=-1.425761 6 1 M (0.16666667 0.83333333) *
## 57) symmetry_worst>=-1.449852 8 1 M (0.12500000 0.87500000)
## 114) texture_mean< 2.856065 1 0 B (1.00000000 0.00000000) *
## 115) texture_mean>=2.856065 7 0 M (0.00000000 1.00000000) *
## 29) compactness_se< -4.098353 106 42 M (0.39622642 0.60377358)
## 58) compactness_se< -4.557422 19 1 B (0.94736842 0.05263158)
## 116) smoothness_mean>=-2.40064 18 0 B (1.00000000 0.00000000) *
## 117) smoothness_mean< -2.40064 1 0 M (0.00000000 1.00000000) *
## 59) compactness_se>=-4.557422 87 24 M (0.27586207 0.72413793)
## 118) texture_worst< 4.592857 50 22 M (0.44000000 0.56000000) *
## 119) texture_worst>=4.592857 37 2 M (0.05405405 0.94594595) *
## 15) compactness_se>=-3.955455 409 160 M (0.39119804 0.60880196)
## 30) smoothness_mean< -2.323555 156 75 B (0.51923077 0.48076923)
## 60) smoothness_worst>=-1.485073 61 11 B (0.81967213 0.18032787)
## 120) smoothness_mean>=-2.379248 51 4 B (0.92156863 0.07843137) *
## 121) smoothness_mean< -2.379248 10 3 M (0.30000000 0.70000000) *
## 61) smoothness_worst< -1.485073 95 31 M (0.32631579 0.67368421)
## 122) smoothness_worst< -1.520292 65 31 M (0.47692308 0.52307692) *
## 123) smoothness_worst>=-1.520292 30 0 M (0.00000000 1.00000000) *
## 31) smoothness_mean>=-2.323555 253 79 M (0.31225296 0.68774704)
## 62) smoothness_mean>=-2.229802 124 56 M (0.45161290 0.54838710)
## 124) symmetry_worst< -1.659152 52 11 B (0.78846154 0.21153846) *
## 125) symmetry_worst>=-1.659152 72 15 M (0.20833333 0.79166667) *
## 63) smoothness_mean< -2.229802 129 23 M (0.17829457 0.82170543)
## 126) symmetry_worst>=-1.189207 10 3 B (0.70000000 0.30000000) *
## 127) symmetry_worst< -1.189207 119 16 M (0.13445378 0.86554622) *
##
## $trees[[21]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 380 B (0.58333333 0.41666667)
## 2) smoothness_worst< -1.501069 522 176 B (0.66283525 0.33716475)
## 4) smoothness_worst>=-1.53873 177 38 B (0.78531073 0.21468927)
## 8) smoothness_worst< -1.52382 85 3 B (0.96470588 0.03529412)
## 16) smoothness_mean< -2.170258 83 1 B (0.98795181 0.01204819)
## 32) texture_mean< 3.09982 78 0 B (1.00000000 0.00000000) *
## 33) texture_mean>=3.09982 5 1 B (0.80000000 0.20000000)
## 66) texture_mean>=3.14232 4 0 B (1.00000000 0.00000000) *
## 67) texture_mean< 3.14232 1 0 M (0.00000000 1.00000000) *
## 17) smoothness_mean>=-2.170258 2 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst>=-1.52382 92 35 B (0.61956522 0.38043478)
## 18) smoothness_worst>=-1.513695 55 9 B (0.83636364 0.16363636)
## 36) symmetry_worst>=-2.04207 49 4 B (0.91836735 0.08163265)
## 72) texture_mean< 3.243452 48 3 B (0.93750000 0.06250000) *
## 73) texture_mean>=3.243452 1 0 M (0.00000000 1.00000000) *
## 37) symmetry_worst< -2.04207 6 1 M (0.16666667 0.83333333)
## 74) texture_mean< 2.839078 1 0 B (1.00000000 0.00000000) *
## 75) texture_mean>=2.839078 5 0 M (0.00000000 1.00000000) *
## 19) smoothness_worst< -1.513695 37 11 M (0.29729730 0.70270270)
## 38) smoothness_mean>=-2.290227 7 0 B (1.00000000 0.00000000) *
## 39) smoothness_mean< -2.290227 30 4 M (0.13333333 0.86666667)
## 78) texture_mean< 2.806562 2 0 B (1.00000000 0.00000000) *
## 79) texture_mean>=2.806562 28 2 M (0.07142857 0.92857143) *
## 5) smoothness_worst< -1.53873 345 138 B (0.60000000 0.40000000)
## 10) smoothness_worst< -1.556752 272 88 B (0.67647059 0.32352941)
## 20) smoothness_mean< -2.302636 257 74 B (0.71206226 0.28793774)
## 40) compactness_se< -3.489046 189 40 B (0.78835979 0.21164021)
## 80) texture_worst< 4.977713 158 24 B (0.84810127 0.15189873) *
## 81) texture_worst>=4.977713 31 15 M (0.48387097 0.51612903) *
## 41) compactness_se>=-3.489046 68 34 B (0.50000000 0.50000000)
## 82) texture_mean< 3.076827 47 16 B (0.65957447 0.34042553) *
## 83) texture_mean>=3.076827 21 3 M (0.14285714 0.85714286) *
## 21) smoothness_mean>=-2.302636 15 1 M (0.06666667 0.93333333)
## 42) compactness_se< -3.929833 1 0 B (1.00000000 0.00000000) *
## 43) compactness_se>=-3.929833 14 0 M (0.00000000 1.00000000) *
## 11) smoothness_worst>=-1.556752 73 23 M (0.31506849 0.68493151)
## 22) texture_mean>=3.191435 6 0 B (1.00000000 0.00000000) *
## 23) texture_mean< 3.191435 67 17 M (0.25373134 0.74626866)
## 46) texture_worst< 4.516828 32 15 B (0.53125000 0.46875000)
## 92) smoothness_mean>=-2.406089 19 5 B (0.73684211 0.26315789) *
## 93) smoothness_mean< -2.406089 13 3 M (0.23076923 0.76923077) *
## 47) texture_worst>=4.516828 35 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst>=-1.501069 390 186 M (0.47692308 0.52307692)
## 6) compactness_se< -4.025757 84 22 B (0.73809524 0.26190476)
## 12) smoothness_mean>=-2.292143 41 3 B (0.92682927 0.07317073)
## 24) smoothness_mean< -2.21595 33 0 B (1.00000000 0.00000000) *
## 25) smoothness_mean>=-2.21595 8 3 B (0.62500000 0.37500000)
## 50) texture_mean< 2.88089 4 0 B (1.00000000 0.00000000) *
## 51) texture_mean>=2.88089 4 1 M (0.25000000 0.75000000)
## 102) symmetry_worst< -1.780237 1 0 B (1.00000000 0.00000000) *
## 103) symmetry_worst>=-1.780237 3 0 M (0.00000000 1.00000000) *
## 13) smoothness_mean< -2.292143 43 19 B (0.55813953 0.44186047)
## 26) smoothness_mean< -2.403235 8 0 B (1.00000000 0.00000000) *
## 27) smoothness_mean>=-2.403235 35 16 M (0.45714286 0.54285714)
## 54) smoothness_mean>=-2.351007 25 10 B (0.60000000 0.40000000)
## 108) smoothness_mean< -2.333927 10 0 B (1.00000000 0.00000000) *
## 109) smoothness_mean>=-2.333927 15 5 M (0.33333333 0.66666667) *
## 55) smoothness_mean< -2.351007 10 1 M (0.10000000 0.90000000)
## 110) texture_worst< 4.534749 1 0 B (1.00000000 0.00000000) *
## 111) texture_worst>=4.534749 9 0 M (0.00000000 1.00000000) *
## 7) compactness_se>=-4.025757 306 124 M (0.40522876 0.59477124)
## 14) smoothness_worst>=-1.434633 87 30 B (0.65517241 0.34482759)
## 28) compactness_se>=-3.844947 79 22 B (0.72151899 0.27848101)
## 56) symmetry_worst< -1.218607 74 17 B (0.77027027 0.22972973)
## 112) smoothness_worst< -1.393134 52 7 B (0.86538462 0.13461538) *
## 113) smoothness_worst>=-1.393134 22 10 B (0.54545455 0.45454545) *
## 57) symmetry_worst>=-1.218607 5 0 M (0.00000000 1.00000000) *
## 29) compactness_se< -3.844947 8 0 M (0.00000000 1.00000000) *
## 15) smoothness_worst< -1.434633 219 67 M (0.30593607 0.69406393)
## 30) compactness_se< -3.445472 137 58 M (0.42335766 0.57664234)
## 60) compactness_se>=-3.535835 20 0 B (1.00000000 0.00000000) *
## 61) compactness_se< -3.535835 117 38 M (0.32478632 0.67521368)
## 122) smoothness_worst< -1.482502 24 7 B (0.70833333 0.29166667) *
## 123) smoothness_worst>=-1.482502 93 21 M (0.22580645 0.77419355) *
## 31) compactness_se>=-3.445472 82 9 M (0.10975610 0.89024390)
## 62) compactness_se>=-2.615618 3 0 B (1.00000000 0.00000000) *
## 63) compactness_se< -2.615618 79 6 M (0.07594937 0.92405063)
## 126) smoothness_mean< -2.361615 9 4 M (0.44444444 0.55555556) *
## 127) smoothness_mean>=-2.361615 70 2 M (0.02857143 0.97142857) *
##
## $trees[[22]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 409 B (0.55153509 0.44846491)
## 2) symmetry_worst< -1.201763 886 386 B (0.56433409 0.43566591)
## 4) compactness_se< -3.987083 285 95 B (0.66666667 0.33333333)
## 8) smoothness_mean>=-2.290664 59 2 B (0.96610169 0.03389831)
## 16) texture_worst< 5.040422 57 0 B (1.00000000 0.00000000) *
## 17) texture_worst>=5.040422 2 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.290664 226 93 B (0.58849558 0.41150442)
## 18) texture_mean< 2.976294 141 42 B (0.70212766 0.29787234)
## 36) smoothness_mean< -2.295113 134 35 B (0.73880597 0.26119403)
## 72) symmetry_worst>=-1.739196 56 5 B (0.91071429 0.08928571) *
## 73) symmetry_worst< -1.739196 78 30 B (0.61538462 0.38461538) *
## 37) smoothness_mean>=-2.295113 7 0 M (0.00000000 1.00000000) *
## 19) texture_mean>=2.976294 85 34 M (0.40000000 0.60000000)
## 38) symmetry_worst< -2.01934 28 5 B (0.82142857 0.17857143)
## 76) smoothness_worst< -1.556116 23 1 B (0.95652174 0.04347826) *
## 77) smoothness_worst>=-1.556116 5 1 M (0.20000000 0.80000000) *
## 39) symmetry_worst>=-2.01934 57 11 M (0.19298246 0.80701754)
## 78) compactness_se< -4.75576 5 0 B (1.00000000 0.00000000) *
## 79) compactness_se>=-4.75576 52 6 M (0.11538462 0.88461538) *
## 5) compactness_se>=-3.987083 601 291 B (0.51580699 0.48419301)
## 10) compactness_se>=-3.922084 552 252 B (0.54347826 0.45652174)
## 20) smoothness_mean< -2.2971 343 134 B (0.60932945 0.39067055)
## 40) texture_worst>=4.066103 312 108 B (0.65384615 0.34615385)
## 80) texture_worst< 5.003123 267 78 B (0.70786517 0.29213483) *
## 81) texture_worst>=5.003123 45 15 M (0.33333333 0.66666667) *
## 41) texture_worst< 4.066103 31 5 M (0.16129032 0.83870968)
## 82) texture_mean< 2.699953 5 0 B (1.00000000 0.00000000) *
## 83) texture_mean>=2.699953 26 0 M (0.00000000 1.00000000) *
## 21) smoothness_mean>=-2.2971 209 91 M (0.43540670 0.56459330)
## 42) compactness_se< -3.011681 187 91 M (0.48663102 0.51336898)
## 84) compactness_se>=-3.355844 51 10 B (0.80392157 0.19607843) *
## 85) compactness_se< -3.355844 136 50 M (0.36764706 0.63235294) *
## 43) compactness_se>=-3.011681 22 0 M (0.00000000 1.00000000) *
## 11) compactness_se< -3.922084 49 10 M (0.20408163 0.79591837)
## 22) texture_worst< 4.514719 14 4 B (0.71428571 0.28571429)
## 44) texture_mean>=2.888377 10 0 B (1.00000000 0.00000000) *
## 45) texture_mean< 2.888377 4 0 M (0.00000000 1.00000000) *
## 23) texture_worst>=4.514719 35 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.201763 26 3 M (0.11538462 0.88461538)
## 6) texture_mean>=3.095841 8 3 M (0.37500000 0.62500000)
## 12) texture_mean< 3.141437 3 0 B (1.00000000 0.00000000) *
## 13) texture_mean>=3.141437 5 0 M (0.00000000 1.00000000) *
## 7) texture_mean< 3.095841 18 0 M (0.00000000 1.00000000) *
##
## $trees[[23]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 417 B (0.54276316 0.45723684)
## 2) compactness_se< -4.720419 29 1 B (0.96551724 0.03448276)
## 4) symmetry_worst< -1.170399 28 0 B (1.00000000 0.00000000) *
## 5) symmetry_worst>=-1.170399 1 0 M (0.00000000 1.00000000) *
## 3) compactness_se>=-4.720419 883 416 B (0.52887882 0.47112118)
## 6) smoothness_worst>=-1.537035 533 220 B (0.58724203 0.41275797)
## 12) compactness_se< -3.444843 372 123 B (0.66935484 0.33064516)
## 24) compactness_se>=-3.494961 42 0 B (1.00000000 0.00000000) *
## 25) compactness_se< -3.494961 330 123 B (0.62727273 0.37272727)
## 50) compactness_se< -3.668499 271 80 B (0.70479705 0.29520295)
## 100) smoothness_worst< -1.52112 39 0 B (1.00000000 0.00000000) *
## 101) smoothness_worst>=-1.52112 232 80 B (0.65517241 0.34482759) *
## 51) compactness_se>=-3.668499 59 16 M (0.27118644 0.72881356)
## 102) symmetry_worst< -1.840831 23 7 B (0.69565217 0.30434783) *
## 103) symmetry_worst>=-1.840831 36 0 M (0.00000000 1.00000000) *
## 13) compactness_se>=-3.444843 161 64 M (0.39751553 0.60248447)
## 26) compactness_se>=-3.426516 122 59 B (0.51639344 0.48360656)
## 52) texture_mean< 3.031099 77 25 B (0.67532468 0.32467532)
## 104) smoothness_mean< -2.047934 67 16 B (0.76119403 0.23880597) *
## 105) smoothness_mean>=-2.047934 10 1 M (0.10000000 0.90000000) *
## 53) texture_mean>=3.031099 45 11 M (0.24444444 0.75555556)
## 106) smoothness_worst< -1.507968 11 4 B (0.63636364 0.36363636) *
## 107) smoothness_worst>=-1.507968 34 4 M (0.11764706 0.88235294) *
## 27) compactness_se< -3.426516 39 1 M (0.02564103 0.97435897)
## 54) smoothness_mean>=-2.15207 1 0 B (1.00000000 0.00000000) *
## 55) smoothness_mean< -2.15207 38 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst< -1.537035 350 154 M (0.44000000 0.56000000)
## 14) texture_worst>=4.683744 121 46 B (0.61983471 0.38016529)
## 28) symmetry_worst< -1.535114 113 38 B (0.66371681 0.33628319)
## 56) smoothness_worst< -1.549837 98 26 B (0.73469388 0.26530612)
## 112) compactness_se>=-4.620161 92 20 B (0.78260870 0.21739130) *
## 113) compactness_se< -4.620161 6 0 M (0.00000000 1.00000000) *
## 57) smoothness_worst>=-1.549837 15 3 M (0.20000000 0.80000000)
## 114) texture_mean>=3.228181 3 0 B (1.00000000 0.00000000) *
## 115) texture_mean< 3.228181 12 0 M (0.00000000 1.00000000) *
## 29) symmetry_worst>=-1.535114 8 0 M (0.00000000 1.00000000) *
## 15) texture_worst< 4.683744 229 79 M (0.34497817 0.65502183)
## 30) texture_worst< 4.569119 169 75 M (0.44378698 0.55621302)
## 60) texture_worst>=4.467472 47 9 B (0.80851064 0.19148936)
## 120) texture_mean< 3.00543 35 0 B (1.00000000 0.00000000) *
## 121) texture_mean>=3.00543 12 3 M (0.25000000 0.75000000) *
## 61) texture_worst< 4.467472 122 37 M (0.30327869 0.69672131)
## 122) compactness_se>=-3.392487 18 0 B (1.00000000 0.00000000) *
## 123) compactness_se< -3.392487 104 19 M (0.18269231 0.81730769) *
## 31) texture_worst>=4.569119 60 4 M (0.06666667 0.93333333)
## 62) compactness_se< -4.694501 2 0 B (1.00000000 0.00000000) *
## 63) compactness_se>=-4.694501 58 2 M (0.03448276 0.96551724)
## 126) smoothness_mean< -2.541228 1 0 B (1.00000000 0.00000000) *
## 127) smoothness_mean>=-2.541228 57 1 M (0.01754386 0.98245614) *
##
## $trees[[24]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 426 M (0.46710526 0.53289474)
## 2) symmetry_worst< -2.202388 65 14 B (0.78461538 0.21538462)
## 4) compactness_se>=-4.487767 59 8 B (0.86440678 0.13559322)
## 8) compactness_se< -3.487878 44 0 B (1.00000000 0.00000000) *
## 9) compactness_se>=-3.487878 15 7 M (0.46666667 0.53333333)
## 18) texture_mean< 3.164619 9 2 B (0.77777778 0.22222222)
## 36) compactness_se>=-3.445309 7 0 B (1.00000000 0.00000000) *
## 37) compactness_se< -3.445309 2 0 M (0.00000000 1.00000000) *
## 19) texture_mean>=3.164619 6 0 M (0.00000000 1.00000000) *
## 5) compactness_se< -4.487767 6 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-2.202388 847 375 M (0.44273908 0.55726092)
## 6) texture_mean>=2.515298 827 375 M (0.45344619 0.54655381)
## 12) texture_mean< 2.652171 18 0 B (1.00000000 0.00000000) *
## 13) texture_mean>=2.652171 809 357 M (0.44128554 0.55871446)
## 26) symmetry_worst< -1.330332 767 351 M (0.45762712 0.54237288)
## 52) symmetry_worst>=-1.557842 143 56 B (0.60839161 0.39160839)
## 104) texture_mean< 2.919389 42 6 B (0.85714286 0.14285714) *
## 105) texture_mean>=2.919389 101 50 B (0.50495050 0.49504950) *
## 53) symmetry_worst< -1.557842 624 264 M (0.42307692 0.57692308)
## 106) symmetry_worst< -1.656669 499 234 M (0.46893788 0.53106212) *
## 107) symmetry_worst>=-1.656669 125 30 M (0.24000000 0.76000000) *
## 27) symmetry_worst>=-1.330332 42 6 M (0.14285714 0.85714286)
## 54) texture_mean< 2.756192 9 4 B (0.55555556 0.44444444)
## 108) texture_mean>=2.693961 5 0 B (1.00000000 0.00000000) *
## 109) texture_mean< 2.693961 4 0 M (0.00000000 1.00000000) *
## 55) texture_mean>=2.756192 33 1 M (0.03030303 0.96969697)
## 110) texture_mean>=3.10949 5 1 M (0.20000000 0.80000000) *
## 111) texture_mean< 3.10949 28 0 M (0.00000000 1.00000000) *
## 7) texture_mean< 2.515298 20 0 M (0.00000000 1.00000000) *
##
## $trees[[25]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 445 B (0.51206140 0.48793860)
## 2) smoothness_worst< -1.52112 436 173 B (0.60321101 0.39678899)
## 4) compactness_se< -3.512408 322 104 B (0.67701863 0.32298137)
## 8) compactness_se>=-4.100467 144 29 B (0.79861111 0.20138889)
## 16) compactness_se< -3.744043 75 2 B (0.97333333 0.02666667)
## 32) texture_worst< 5.269605 74 1 B (0.98648649 0.01351351)
## 64) symmetry_worst< -1.291188 73 0 B (1.00000000 0.00000000) *
## 65) symmetry_worst>=-1.291188 1 0 M (0.00000000 1.00000000) *
## 33) texture_worst>=5.269605 1 0 M (0.00000000 1.00000000) *
## 17) compactness_se>=-3.744043 69 27 B (0.60869565 0.39130435)
## 34) compactness_se>=-3.696318 51 9 B (0.82352941 0.17647059)
## 68) smoothness_mean< -2.305648 45 3 B (0.93333333 0.06666667) *
## 69) smoothness_mean>=-2.305648 6 0 M (0.00000000 1.00000000) *
## 35) compactness_se< -3.696318 18 0 M (0.00000000 1.00000000) *
## 9) compactness_se< -4.100467 178 75 B (0.57865169 0.42134831)
## 18) texture_mean< 2.874407 31 3 B (0.90322581 0.09677419)
## 36) compactness_se< -4.173143 26 0 B (1.00000000 0.00000000) *
## 37) compactness_se>=-4.173143 5 2 M (0.40000000 0.60000000)
## 74) texture_mean< 2.824054 2 0 B (1.00000000 0.00000000) *
## 75) texture_mean>=2.824054 3 0 M (0.00000000 1.00000000) *
## 19) texture_mean>=2.874407 147 72 B (0.51020408 0.48979592)
## 38) texture_mean>=3.23119 19 0 B (1.00000000 0.00000000) *
## 39) texture_mean< 3.23119 128 56 M (0.43750000 0.56250000)
## 78) smoothness_worst>=-1.537044 12 1 B (0.91666667 0.08333333) *
## 79) smoothness_worst< -1.537044 116 45 M (0.38793103 0.61206897) *
## 5) compactness_se>=-3.512408 114 45 M (0.39473684 0.60526316)
## 10) compactness_se>=-3.390703 56 23 B (0.58928571 0.41071429)
## 20) texture_mean< 3.038537 27 0 B (1.00000000 0.00000000) *
## 21) texture_mean>=3.038537 29 6 M (0.20689655 0.79310345)
## 42) smoothness_mean< -2.638103 3 0 B (1.00000000 0.00000000) *
## 43) smoothness_mean>=-2.638103 26 3 M (0.11538462 0.88461538)
## 86) compactness_se< -3.057272 7 3 M (0.42857143 0.57142857) *
## 87) compactness_se>=-3.057272 19 0 M (0.00000000 1.00000000) *
## 11) compactness_se< -3.390703 58 12 M (0.20689655 0.79310345)
## 22) smoothness_worst< -1.618016 5 0 B (1.00000000 0.00000000) *
## 23) smoothness_worst>=-1.618016 53 7 M (0.13207547 0.86792453)
## 46) smoothness_worst>=-1.537914 7 3 M (0.42857143 0.57142857)
## 92) texture_mean< 3.014442 3 0 B (1.00000000 0.00000000) *
## 93) texture_mean>=3.014442 4 0 M (0.00000000 1.00000000) *
## 47) smoothness_worst< -1.537914 46 4 M (0.08695652 0.91304348)
## 94) texture_worst>=4.680541 10 4 M (0.40000000 0.60000000) *
## 95) texture_worst< 4.680541 36 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst>=-1.52112 476 204 M (0.42857143 0.57142857)
## 6) compactness_se< -4.50262 13 1 B (0.92307692 0.07692308)
## 12) smoothness_worst>=-1.480347 12 0 B (1.00000000 0.00000000) *
## 13) smoothness_worst< -1.480347 1 0 M (0.00000000 1.00000000) *
## 7) compactness_se>=-4.50262 463 192 M (0.41468683 0.58531317)
## 14) texture_mean< 3.079152 385 174 M (0.45194805 0.54805195)
## 28) symmetry_worst< -1.620541 223 105 B (0.52914798 0.47085202)
## 56) smoothness_mean>=-2.326878 145 48 B (0.66896552 0.33103448)
## 112) compactness_se< -3.447524 99 20 B (0.79797980 0.20202020) *
## 113) compactness_se>=-3.447524 46 18 M (0.39130435 0.60869565) *
## 57) smoothness_mean< -2.326878 78 21 M (0.26923077 0.73076923)
## 114) smoothness_mean< -2.399143 18 5 B (0.72222222 0.27777778) *
## 115) smoothness_mean>=-2.399143 60 8 M (0.13333333 0.86666667) *
## 29) symmetry_worst>=-1.620541 162 56 M (0.34567901 0.65432099)
## 58) smoothness_mean< -2.322588 35 9 B (0.74285714 0.25714286)
## 116) smoothness_worst< -1.452493 26 2 B (0.92307692 0.07692308) *
## 117) smoothness_worst>=-1.452493 9 2 M (0.22222222 0.77777778) *
## 59) smoothness_mean>=-2.322588 127 30 M (0.23622047 0.76377953)
## 118) smoothness_mean< -2.216408 82 28 M (0.34146341 0.65853659) *
## 119) smoothness_mean>=-2.216408 45 2 M (0.04444444 0.95555556) *
## 15) texture_mean>=3.079152 78 18 M (0.23076923 0.76923077)
## 30) compactness_se>=-3.615775 45 17 M (0.37777778 0.62222222)
## 60) compactness_se< -3.334337 17 5 B (0.70588235 0.29411765)
## 120) texture_worst>=4.702937 14 2 B (0.85714286 0.14285714) *
## 121) texture_worst< 4.702937 3 0 M (0.00000000 1.00000000) *
## 61) compactness_se>=-3.334337 28 5 M (0.17857143 0.82142857)
## 122) texture_mean>=3.216873 6 1 B (0.83333333 0.16666667) *
## 123) texture_mean< 3.216873 22 0 M (0.00000000 1.00000000) *
## 31) compactness_se< -3.615775 33 1 M (0.03030303 0.96969697)
## 62) texture_mean>=3.298061 5 1 M (0.20000000 0.80000000)
## 124) texture_mean< 3.407548 1 0 B (1.00000000 0.00000000) *
## 125) texture_mean>=3.407548 4 0 M (0.00000000 1.00000000) *
## 63) texture_mean< 3.298061 28 0 M (0.00000000 1.00000000) *
##
## $trees[[26]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 399 B (0.56250000 0.43750000)
## 2) symmetry_worst< -1.915927 265 82 B (0.69056604 0.30943396)
## 4) texture_worst< 4.907333 214 53 B (0.75233645 0.24766355)
## 8) texture_mean>=2.776304 170 29 B (0.82941176 0.17058824)
## 16) symmetry_worst>=-2.49184 165 24 B (0.85454545 0.14545455)
## 32) symmetry_worst>=-2.106078 130 12 B (0.90769231 0.09230769)
## 64) compactness_se>=-4.080984 100 2 B (0.98000000 0.02000000) *
## 65) compactness_se< -4.080984 30 10 B (0.66666667 0.33333333) *
## 33) symmetry_worst< -2.106078 35 12 B (0.65714286 0.34285714)
## 66) symmetry_worst< -2.174839 29 6 B (0.79310345 0.20689655) *
## 67) symmetry_worst>=-2.174839 6 0 M (0.00000000 1.00000000) *
## 17) symmetry_worst< -2.49184 5 0 M (0.00000000 1.00000000) *
## 9) texture_mean< 2.776304 44 20 M (0.45454545 0.54545455)
## 18) texture_mean< 2.755881 19 0 B (1.00000000 0.00000000) *
## 19) texture_mean>=2.755881 25 1 M (0.04000000 0.96000000)
## 38) smoothness_mean< -2.479158 1 0 B (1.00000000 0.00000000) *
## 39) smoothness_mean>=-2.479158 24 0 M (0.00000000 1.00000000) *
## 5) texture_worst>=4.907333 51 22 M (0.43137255 0.56862745)
## 10) texture_mean>=3.282328 21 2 B (0.90476190 0.09523810)
## 20) texture_worst< 5.309872 17 0 B (1.00000000 0.00000000) *
## 21) texture_worst>=5.309872 4 2 B (0.50000000 0.50000000)
## 42) texture_mean>=3.33289 2 0 B (1.00000000 0.00000000) *
## 43) texture_mean< 3.33289 2 0 M (0.00000000 1.00000000) *
## 11) texture_mean< 3.282328 30 3 M (0.10000000 0.90000000)
## 22) smoothness_worst< -1.523825 3 0 B (1.00000000 0.00000000) *
## 23) smoothness_worst>=-1.523825 27 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.915927 647 317 B (0.51004637 0.48995363)
## 6) compactness_se< -3.672219 385 156 B (0.59480519 0.40519481)
## 12) smoothness_worst< -1.472307 265 89 B (0.66415094 0.33584906)
## 24) symmetry_worst< -1.338558 254 78 B (0.69291339 0.30708661)
## 48) compactness_se>=-3.897162 62 6 B (0.90322581 0.09677419)
## 96) compactness_se< -3.703794 53 1 B (0.98113208 0.01886792) *
## 97) compactness_se>=-3.703794 9 4 M (0.44444444 0.55555556) *
## 49) compactness_se< -3.897162 192 72 B (0.62500000 0.37500000)
## 98) texture_mean< 2.975273 131 36 B (0.72519084 0.27480916) *
## 99) texture_mean>=2.975273 61 25 M (0.40983607 0.59016393) *
## 25) symmetry_worst>=-1.338558 11 0 M (0.00000000 1.00000000) *
## 13) smoothness_worst>=-1.472307 120 53 M (0.44166667 0.55833333)
## 26) texture_worst< 4.368975 36 9 B (0.75000000 0.25000000)
## 52) texture_mean>=2.518783 28 1 B (0.96428571 0.03571429)
## 104) smoothness_mean>=-2.393992 27 0 B (1.00000000 0.00000000) *
## 105) smoothness_mean< -2.393992 1 0 M (0.00000000 1.00000000) *
## 53) texture_mean< 2.518783 8 0 M (0.00000000 1.00000000) *
## 27) texture_worst>=4.368975 84 26 M (0.30952381 0.69047619)
## 54) compactness_se< -4.040144 42 17 B (0.59523810 0.40476190)
## 108) compactness_se>=-4.094455 21 0 B (1.00000000 0.00000000) *
## 109) compactness_se< -4.094455 21 4 M (0.19047619 0.80952381) *
## 55) compactness_se>=-4.040144 42 1 M (0.02380952 0.97619048)
## 110) symmetry_worst< -1.905461 1 0 B (1.00000000 0.00000000) *
## 111) symmetry_worst>=-1.905461 41 0 M (0.00000000 1.00000000) *
## 7) compactness_se>=-3.672219 262 101 M (0.38549618 0.61450382)
## 14) compactness_se>=-3.57681 209 101 M (0.48325359 0.51674641)
## 28) compactness_se< -3.451284 51 12 B (0.76470588 0.23529412)
## 56) texture_mean>=2.77645 46 7 B (0.84782609 0.15217391)
## 112) texture_worst< 4.696805 39 2 B (0.94871795 0.05128205) *
## 113) texture_worst>=4.696805 7 2 M (0.28571429 0.71428571) *
## 57) texture_mean< 2.77645 5 0 M (0.00000000 1.00000000) *
## 29) compactness_se>=-3.451284 158 62 M (0.39240506 0.60759494)
## 58) texture_mean< 2.927442 53 16 B (0.69811321 0.30188679)
## 116) symmetry_worst< -1.316602 36 6 B (0.83333333 0.16666667) *
## 117) symmetry_worst>=-1.316602 17 7 M (0.41176471 0.58823529) *
## 59) texture_mean>=2.927442 105 25 M (0.23809524 0.76190476)
## 118) smoothness_mean< -2.331606 45 22 M (0.48888889 0.51111111) *
## 119) smoothness_mean>=-2.331606 60 3 M (0.05000000 0.95000000) *
## 15) compactness_se< -3.57681 53 0 M (0.00000000 1.00000000) *
##
## $trees[[27]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 444 B (0.51315789 0.48684211)
## 2) smoothness_worst< -1.603315 146 40 B (0.72602740 0.27397260)
## 4) symmetry_worst< -1.777195 98 13 B (0.86734694 0.13265306)
## 8) smoothness_mean>=-2.539342 66 2 B (0.96969697 0.03030303)
## 16) smoothness_mean< -2.373736 64 0 B (1.00000000 0.00000000) *
## 17) smoothness_mean>=-2.373736 2 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.539342 32 11 B (0.65625000 0.34375000)
## 18) smoothness_mean< -2.566967 24 3 B (0.87500000 0.12500000)
## 36) compactness_se< -3.013033 20 0 B (1.00000000 0.00000000) *
## 37) compactness_se>=-3.013033 4 1 M (0.25000000 0.75000000)
## 74) texture_mean< 3.076827 1 0 B (1.00000000 0.00000000) *
## 75) texture_mean>=3.076827 3 0 M (0.00000000 1.00000000) *
## 19) smoothness_mean>=-2.566967 8 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.777195 48 21 M (0.43750000 0.56250000)
## 10) texture_mean>=3.083898 16 2 B (0.87500000 0.12500000)
## 20) smoothness_mean< -2.337942 14 0 B (1.00000000 0.00000000) *
## 21) smoothness_mean>=-2.337942 2 0 M (0.00000000 1.00000000) *
## 11) texture_mean< 3.083898 32 7 M (0.21875000 0.78125000)
## 22) texture_mean< 2.939162 7 0 B (1.00000000 0.00000000) *
## 23) texture_mean>=2.939162 25 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst>=-1.603315 766 362 M (0.47258486 0.52741514)
## 6) smoothness_mean>=-2.328057 370 163 B (0.55945946 0.44054054)
## 12) compactness_se< -3.294139 288 108 B (0.62500000 0.37500000)
## 24) compactness_se>=-3.355844 30 0 B (1.00000000 0.00000000) *
## 25) compactness_se< -3.355844 258 108 B (0.58139535 0.41860465)
## 50) texture_worst< 4.907333 228 83 B (0.63596491 0.36403509)
## 100) texture_worst>=4.664833 43 3 B (0.93023256 0.06976744) *
## 101) texture_worst< 4.664833 185 80 B (0.56756757 0.43243243) *
## 51) texture_worst>=4.907333 30 5 M (0.16666667 0.83333333)
## 102) symmetry_worst< -2.19651 3 0 B (1.00000000 0.00000000) *
## 103) symmetry_worst>=-2.19651 27 2 M (0.07407407 0.92592593) *
## 13) compactness_se>=-3.294139 82 27 M (0.32926829 0.67073171)
## 26) smoothness_worst< -1.507356 13 1 B (0.92307692 0.07692308)
## 52) texture_mean< 3.088806 12 0 B (1.00000000 0.00000000) *
## 53) texture_mean>=3.088806 1 0 M (0.00000000 1.00000000) *
## 27) smoothness_worst>=-1.507356 69 15 M (0.21739130 0.78260870)
## 54) texture_worst< 4.332604 22 7 B (0.68181818 0.31818182)
## 108) compactness_se>=-3.19702 18 3 B (0.83333333 0.16666667) *
## 109) compactness_se< -3.19702 4 0 M (0.00000000 1.00000000) *
## 55) texture_worst>=4.332604 47 0 M (0.00000000 1.00000000) *
## 7) smoothness_mean< -2.328057 396 155 M (0.39141414 0.60858586)
## 14) compactness_se>=-3.187867 47 10 B (0.78723404 0.21276596)
## 28) smoothness_worst>=-1.555518 38 2 B (0.94736842 0.05263158)
## 56) texture_mean< 3.297828 37 1 B (0.97297297 0.02702703)
## 112) smoothness_worst>=-1.523533 33 0 B (1.00000000 0.00000000) *
## 113) smoothness_worst< -1.523533 4 1 B (0.75000000 0.25000000) *
## 57) texture_mean>=3.297828 1 0 M (0.00000000 1.00000000) *
## 29) smoothness_worst< -1.555518 9 1 M (0.11111111 0.88888889)
## 58) texture_mean< 3.051803 1 0 B (1.00000000 0.00000000) *
## 59) texture_mean>=3.051803 8 0 M (0.00000000 1.00000000) *
## 15) compactness_se< -3.187867 349 118 M (0.33810888 0.66189112)
## 30) compactness_se< -4.691273 10 0 B (1.00000000 0.00000000) *
## 31) compactness_se>=-4.691273 339 108 M (0.31858407 0.68141593)
## 62) texture_worst>=4.756552 89 42 M (0.47191011 0.52808989)
## 124) smoothness_mean>=-2.443746 60 21 B (0.65000000 0.35000000) *
## 125) smoothness_mean< -2.443746 29 3 M (0.10344828 0.89655172) *
## 63) texture_worst< 4.756552 250 66 M (0.26400000 0.73600000)
## 126) texture_worst< 4.578048 133 50 M (0.37593985 0.62406015) *
## 127) texture_worst>=4.578048 117 16 M (0.13675214 0.86324786) *
##
## $trees[[28]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 433 B (0.52521930 0.47478070)
## 2) smoothness_mean< -2.413908 268 85 B (0.68283582 0.31716418)
## 4) symmetry_worst< -1.541072 228 57 B (0.75000000 0.25000000)
## 8) symmetry_worst>=-1.750953 66 4 B (0.93939394 0.06060606)
## 16) smoothness_mean>=-2.495574 51 0 B (1.00000000 0.00000000) *
## 17) smoothness_mean< -2.495574 15 4 B (0.73333333 0.26666667)
## 34) smoothness_mean< -2.509617 12 1 B (0.91666667 0.08333333)
## 68) texture_mean>=2.986158 10 0 B (1.00000000 0.00000000) *
## 69) texture_mean< 2.986158 2 1 B (0.50000000 0.50000000) *
## 35) smoothness_mean>=-2.509617 3 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst< -1.750953 162 53 B (0.67283951 0.32716049)
## 18) texture_mean>=2.969886 102 20 B (0.80392157 0.19607843)
## 36) smoothness_worst< -1.556752 81 8 B (0.90123457 0.09876543)
## 72) texture_mean< 3.078218 49 0 B (1.00000000 0.00000000) *
## 73) texture_mean>=3.078218 32 8 B (0.75000000 0.25000000) *
## 37) smoothness_worst>=-1.556752 21 9 M (0.42857143 0.57142857)
## 74) smoothness_worst>=-1.441158 6 0 B (1.00000000 0.00000000) *
## 75) smoothness_worst< -1.441158 15 3 M (0.20000000 0.80000000) *
## 19) texture_mean< 2.969886 60 27 M (0.45000000 0.55000000)
## 38) symmetry_worst< -1.863339 28 7 B (0.75000000 0.25000000)
## 76) compactness_se< -3.49316 18 0 B (1.00000000 0.00000000) *
## 77) compactness_se>=-3.49316 10 3 M (0.30000000 0.70000000) *
## 39) symmetry_worst>=-1.863339 32 6 M (0.18750000 0.81250000)
## 78) texture_worst< 4.337685 6 0 B (1.00000000 0.00000000) *
## 79) texture_worst>=4.337685 26 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.541072 40 12 M (0.30000000 0.70000000)
## 10) texture_worst< 4.61159 12 2 B (0.83333333 0.16666667)
## 20) smoothness_mean< -2.431087 10 0 B (1.00000000 0.00000000) *
## 21) smoothness_mean>=-2.431087 2 0 M (0.00000000 1.00000000) *
## 11) texture_worst>=4.61159 28 2 M (0.07142857 0.92857143)
## 22) texture_mean< 2.904002 1 0 B (1.00000000 0.00000000) *
## 23) texture_mean>=2.904002 27 1 M (0.03703704 0.96296296)
## 46) smoothness_mean< -2.540124 1 0 B (1.00000000 0.00000000) *
## 47) smoothness_mean>=-2.540124 26 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.413908 644 296 M (0.45962733 0.54037267)
## 6) smoothness_mean>=-2.411173 625 296 M (0.47360000 0.52640000)
## 12) smoothness_mean< -2.079457 592 292 M (0.49324324 0.50675676)
## 24) texture_worst< 4.523593 218 83 B (0.61926606 0.38073394)
## 48) compactness_se< -3.88564 79 12 B (0.84810127 0.15189873)
## 96) smoothness_worst< -1.450406 67 4 B (0.94029851 0.05970149) *
## 97) smoothness_worst>=-1.450406 12 4 M (0.33333333 0.66666667) *
## 49) compactness_se>=-3.88564 139 68 M (0.48920863 0.51079137)
## 98) texture_mean>=2.761589 101 41 B (0.59405941 0.40594059) *
## 99) texture_mean< 2.761589 38 8 M (0.21052632 0.78947368) *
## 25) texture_worst>=4.523593 374 157 M (0.41978610 0.58021390)
## 50) smoothness_mean>=-2.094359 15 0 B (1.00000000 0.00000000) *
## 51) smoothness_mean< -2.094359 359 142 M (0.39554318 0.60445682)
## 102) texture_worst>=4.528527 334 142 M (0.42514970 0.57485030) *
## 103) texture_worst< 4.528527 25 0 M (0.00000000 1.00000000) *
## 13) smoothness_mean>=-2.079457 33 4 M (0.12121212 0.87878788)
## 26) smoothness_mean>=-1.872323 2 0 B (1.00000000 0.00000000) *
## 27) smoothness_mean< -1.872323 31 2 M (0.06451613 0.93548387)
## 54) symmetry_worst>=-1.400188 4 2 B (0.50000000 0.50000000)
## 108) texture_mean< 2.805492 2 0 B (1.00000000 0.00000000) *
## 109) texture_mean>=2.805492 2 0 M (0.00000000 1.00000000) *
## 55) symmetry_worst< -1.400188 27 0 M (0.00000000 1.00000000) *
## 7) smoothness_mean< -2.411173 19 0 M (0.00000000 1.00000000) *
##
## $trees[[29]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 420 B (0.53947368 0.46052632)
## 2) texture_worst>=4.644679 338 115 B (0.65976331 0.34023669)
## 4) symmetry_worst< -1.41845 318 96 B (0.69811321 0.30188679)
## 8) symmetry_worst>=-2.121358 270 68 B (0.74814815 0.25185185)
## 16) texture_mean< 3.043808 118 12 B (0.89830508 0.10169492)
## 32) smoothness_worst>=-1.614721 114 8 B (0.92982456 0.07017544)
## 64) texture_worst< 4.858219 83 2 B (0.97590361 0.02409639) *
## 65) texture_worst>=4.858219 31 6 B (0.80645161 0.19354839) *
## 33) smoothness_worst< -1.614721 4 0 M (0.00000000 1.00000000) *
## 17) texture_mean>=3.043808 152 56 B (0.63157895 0.36842105)
## 34) texture_mean>=3.176386 64 10 B (0.84375000 0.15625000)
## 68) texture_worst< 5.194184 36 0 B (1.00000000 0.00000000) *
## 69) texture_worst>=5.194184 28 10 B (0.64285714 0.35714286) *
## 35) texture_mean< 3.176386 88 42 M (0.47727273 0.52272727)
## 70) compactness_se< -3.477231 73 31 B (0.57534247 0.42465753) *
## 71) compactness_se>=-3.477231 15 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst< -2.121358 48 20 M (0.41666667 0.58333333)
## 18) symmetry_worst< -2.20425 28 10 B (0.64285714 0.35714286)
## 36) texture_mean< 3.330945 18 1 B (0.94444444 0.05555556)
## 72) smoothness_mean< -2.282229 17 0 B (1.00000000 0.00000000) *
## 73) smoothness_mean>=-2.282229 1 0 M (0.00000000 1.00000000) *
## 37) texture_mean>=3.330945 10 1 M (0.10000000 0.90000000)
## 74) texture_mean>=3.379986 1 0 B (1.00000000 0.00000000) *
## 75) texture_mean< 3.379986 9 0 M (0.00000000 1.00000000) *
## 19) symmetry_worst>=-2.20425 20 2 M (0.10000000 0.90000000)
## 38) smoothness_worst>=-1.476691 5 2 M (0.40000000 0.60000000)
## 76) texture_mean< 3.159934 2 0 B (1.00000000 0.00000000) *
## 77) texture_mean>=3.159934 3 0 M (0.00000000 1.00000000) *
## 39) smoothness_worst< -1.476691 15 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.41845 20 1 M (0.05000000 0.95000000)
## 10) smoothness_worst< -1.496291 2 1 B (0.50000000 0.50000000)
## 20) texture_mean>=3.104075 1 0 B (1.00000000 0.00000000) *
## 21) texture_mean< 3.104075 1 0 M (0.00000000 1.00000000) *
## 11) smoothness_worst>=-1.496291 18 0 M (0.00000000 1.00000000) *
## 3) texture_worst< 4.644679 574 269 M (0.46864111 0.53135889)
## 6) texture_worst< 4.178472 73 21 B (0.71232877 0.28767123)
## 12) texture_mean>=2.515298 66 14 B (0.78787879 0.21212121)
## 24) symmetry_worst< -1.075653 62 10 B (0.83870968 0.16129032)
## 48) texture_mean< 2.764104 46 1 B (0.97826087 0.02173913)
## 96) smoothness_worst>=-1.540652 34 0 B (1.00000000 0.00000000) *
## 97) smoothness_worst< -1.540652 12 1 B (0.91666667 0.08333333) *
## 49) texture_mean>=2.764104 16 7 M (0.43750000 0.56250000)
## 98) texture_worst>=4.133097 5 0 B (1.00000000 0.00000000) *
## 99) texture_worst< 4.133097 11 2 M (0.18181818 0.81818182) *
## 25) symmetry_worst>=-1.075653 4 0 M (0.00000000 1.00000000) *
## 13) texture_mean< 2.515298 7 0 M (0.00000000 1.00000000) *
## 7) texture_worst>=4.178472 501 217 M (0.43313373 0.56686627)
## 14) smoothness_mean< -2.216408 436 207 M (0.47477064 0.52522936)
## 28) smoothness_mean>=-2.233531 29 0 B (1.00000000 0.00000000) *
## 29) smoothness_mean< -2.233531 407 178 M (0.43734644 0.56265356)
## 58) symmetry_worst< -1.995212 50 12 B (0.76000000 0.24000000)
## 116) symmetry_worst>=-2.419818 40 3 B (0.92500000 0.07500000) *
## 117) symmetry_worst< -2.419818 10 1 M (0.10000000 0.90000000) *
## 59) symmetry_worst>=-1.995212 357 140 M (0.39215686 0.60784314)
## 118) symmetry_worst>=-1.413763 17 0 B (1.00000000 0.00000000) *
## 119) symmetry_worst< -1.413763 340 123 M (0.36176471 0.63823529) *
## 15) smoothness_mean>=-2.216408 65 10 M (0.15384615 0.84615385)
## 30) symmetry_worst< -1.79876 10 3 B (0.70000000 0.30000000)
## 60) texture_mean< 3.018626 7 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=3.018626 3 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst>=-1.79876 55 3 M (0.05454545 0.94545455)
## 62) compactness_se< -4.032019 6 3 B (0.50000000 0.50000000)
## 124) smoothness_mean>=-2.195263 3 0 B (1.00000000 0.00000000) *
## 125) smoothness_mean< -2.195263 3 0 M (0.00000000 1.00000000) *
## 63) compactness_se>=-4.032019 49 0 M (0.00000000 1.00000000) *
##
## $trees[[30]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 390 B (0.57236842 0.42763158)
## 2) smoothness_mean< -2.392182 340 106 B (0.68823529 0.31176471)
## 4) texture_mean< 3.058002 221 48 B (0.78280543 0.21719457)
## 8) symmetry_worst< -1.815934 117 12 B (0.89743590 0.10256410)
## 16) texture_worst>=3.96146 111 8 B (0.92792793 0.07207207)
## 32) compactness_se>=-4.49319 90 0 B (1.00000000 0.00000000) *
## 33) compactness_se< -4.49319 21 8 B (0.61904762 0.38095238)
## 66) compactness_se< -4.501722 15 2 B (0.86666667 0.13333333) *
## 67) compactness_se>=-4.501722 6 0 M (0.00000000 1.00000000) *
## 17) texture_worst< 3.96146 6 2 M (0.33333333 0.66666667)
## 34) texture_mean< 2.764104 2 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.764104 4 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst>=-1.815934 104 36 B (0.65384615 0.34615385)
## 18) symmetry_worst>=-1.687955 73 14 B (0.80821918 0.19178082)
## 36) texture_mean< 2.975525 64 7 B (0.89062500 0.10937500)
## 72) compactness_se>=-4.650552 52 1 B (0.98076923 0.01923077) *
## 73) compactness_se< -4.650552 12 6 B (0.50000000 0.50000000) *
## 37) texture_mean>=2.975525 9 2 M (0.22222222 0.77777778)
## 74) compactness_se>=-3.345605 2 0 B (1.00000000 0.00000000) *
## 75) compactness_se< -3.345605 7 0 M (0.00000000 1.00000000) *
## 19) symmetry_worst< -1.687955 31 9 M (0.29032258 0.70967742)
## 38) texture_mean>=3.016943 3 0 B (1.00000000 0.00000000) *
## 39) texture_mean< 3.016943 28 6 M (0.21428571 0.78571429)
## 78) smoothness_mean>=-2.400476 3 0 B (1.00000000 0.00000000) *
## 79) smoothness_mean< -2.400476 25 3 M (0.12000000 0.88000000) *
## 5) texture_mean>=3.058002 119 58 B (0.51260504 0.48739496)
## 10) texture_mean>=3.176386 61 16 B (0.73770492 0.26229508)
## 20) texture_worst< 5.11809 35 1 B (0.97142857 0.02857143)
## 40) smoothness_mean< -2.407784 34 0 B (1.00000000 0.00000000) *
## 41) smoothness_mean>=-2.407784 1 0 M (0.00000000 1.00000000) *
## 21) texture_worst>=5.11809 26 11 M (0.42307692 0.57692308)
## 42) smoothness_mean< -2.489159 6 0 B (1.00000000 0.00000000) *
## 43) smoothness_mean>=-2.489159 20 5 M (0.25000000 0.75000000)
## 86) smoothness_worst>=-1.578674 9 4 B (0.55555556 0.44444444) *
## 87) smoothness_worst< -1.578674 11 0 M (0.00000000 1.00000000) *
## 11) texture_mean< 3.176386 58 16 M (0.27586207 0.72413793)
## 22) compactness_se>=-3.969954 29 13 M (0.44827586 0.55172414)
## 44) compactness_se< -3.519057 9 0 B (1.00000000 0.00000000) *
## 45) compactness_se>=-3.519057 20 4 M (0.20000000 0.80000000)
## 90) symmetry_worst< -2.137435 5 2 B (0.60000000 0.40000000) *
## 91) symmetry_worst>=-2.137435 15 1 M (0.06666667 0.93333333) *
## 23) compactness_se< -3.969954 29 3 M (0.10344828 0.89655172)
## 46) smoothness_mean< -2.552595 2 0 B (1.00000000 0.00000000) *
## 47) smoothness_mean>=-2.552595 27 1 M (0.03703704 0.96296296)
## 94) texture_worst>=4.985267 1 0 B (1.00000000 0.00000000) *
## 95) texture_worst< 4.985267 26 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.392182 572 284 B (0.50349650 0.49650350)
## 6) smoothness_worst>=-1.477976 280 109 B (0.61071429 0.38928571)
## 12) smoothness_worst< -1.473476 45 0 B (1.00000000 0.00000000) *
## 13) smoothness_worst>=-1.473476 235 109 B (0.53617021 0.46382979)
## 26) symmetry_worst< -1.931792 37 6 B (0.83783784 0.16216216)
## 52) texture_worst< 4.85229 31 0 B (1.00000000 0.00000000) *
## 53) texture_worst>=4.85229 6 0 M (0.00000000 1.00000000) *
## 27) symmetry_worst>=-1.931792 198 95 M (0.47979798 0.52020202)
## 54) texture_worst>=4.63229 101 36 B (0.64356436 0.35643564)
## 108) smoothness_worst>=-1.453466 89 24 B (0.73033708 0.26966292) *
## 109) smoothness_worst< -1.453466 12 0 M (0.00000000 1.00000000) *
## 55) texture_worst< 4.63229 97 30 M (0.30927835 0.69072165)
## 110) symmetry_worst>=-1.472013 18 4 B (0.77777778 0.22222222) *
## 111) symmetry_worst< -1.472013 79 16 M (0.20253165 0.79746835) *
## 7) smoothness_worst< -1.477976 292 117 M (0.40068493 0.59931507)
## 14) smoothness_worst< -1.501069 185 83 B (0.55135135 0.44864865)
## 28) compactness_se< -3.721403 89 23 B (0.74157303 0.25842697)
## 56) smoothness_mean>=-2.382983 77 12 B (0.84415584 0.15584416)
## 112) smoothness_worst>=-1.595733 70 6 B (0.91428571 0.08571429) *
## 113) smoothness_worst< -1.595733 7 1 M (0.14285714 0.85714286) *
## 57) smoothness_mean< -2.382983 12 1 M (0.08333333 0.91666667)
## 114) texture_mean< 2.909709 1 0 B (1.00000000 0.00000000) *
## 115) texture_mean>=2.909709 11 0 M (0.00000000 1.00000000) *
## 29) compactness_se>=-3.721403 96 36 M (0.37500000 0.62500000)
## 58) compactness_se>=-3.494301 45 16 B (0.64444444 0.35555556)
## 116) smoothness_mean>=-2.358802 36 7 B (0.80555556 0.19444444) *
## 117) smoothness_mean< -2.358802 9 0 M (0.00000000 1.00000000) *
## 59) compactness_se< -3.494301 51 7 M (0.13725490 0.86274510)
## 118) texture_mean>=3.213191 11 4 B (0.63636364 0.36363636) *
## 119) texture_mean< 3.213191 40 0 M (0.00000000 1.00000000) *
## 15) smoothness_worst>=-1.501069 107 15 M (0.14018692 0.85981308)
## 30) smoothness_mean< -2.367284 8 0 B (1.00000000 0.00000000) *
## 31) smoothness_mean>=-2.367284 99 7 M (0.07070707 0.92929293)
## 62) texture_worst< 4.168738 5 2 B (0.60000000 0.40000000)
## 124) texture_mean>=2.681419 3 0 B (1.00000000 0.00000000) *
## 125) texture_mean< 2.681419 2 0 M (0.00000000 1.00000000) *
## 63) texture_worst>=4.168738 94 4 M (0.04255319 0.95744681)
## 126) texture_mean< 2.754924 1 0 B (1.00000000 0.00000000) *
## 127) texture_mean>=2.754924 93 3 M (0.03225806 0.96774194) *
##
## $trees[[31]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 418 B (0.54166667 0.45833333)
## 2) symmetry_worst< -1.619354 607 233 B (0.61614498 0.38385502)
## 4) texture_worst< 4.820212 455 151 B (0.66813187 0.33186813)
## 8) texture_worst>=4.642157 88 8 B (0.90909091 0.09090909)
## 16) texture_mean< 3.086888 73 1 B (0.98630137 0.01369863)
## 32) symmetry_worst>=-2.176233 72 0 B (1.00000000 0.00000000) *
## 33) symmetry_worst< -2.176233 1 0 M (0.00000000 1.00000000) *
## 17) texture_mean>=3.086888 15 7 B (0.53333333 0.46666667)
## 34) texture_worst>=4.754315 8 0 B (1.00000000 0.00000000) *
## 35) texture_worst< 4.754315 7 0 M (0.00000000 1.00000000) *
## 9) texture_worst< 4.642157 367 143 B (0.61035422 0.38964578)
## 18) texture_mean< 2.711046 25 0 B (1.00000000 0.00000000) *
## 19) texture_mean>=2.711046 342 143 B (0.58187135 0.41812865)
## 38) smoothness_mean< -2.394871 136 37 B (0.72794118 0.27205882)
## 76) texture_worst< 4.572846 101 18 B (0.82178218 0.17821782) *
## 77) texture_worst>=4.572846 35 16 M (0.45714286 0.54285714) *
## 39) smoothness_mean>=-2.394871 206 100 M (0.48543689 0.51456311)
## 78) smoothness_mean>=-2.354774 171 76 B (0.55555556 0.44444444) *
## 79) smoothness_mean< -2.354774 35 5 M (0.14285714 0.85714286) *
## 5) texture_worst>=4.820212 152 70 M (0.46052632 0.53947368)
## 10) texture_mean>=3.07454 111 50 B (0.54954955 0.45045045)
## 20) texture_worst< 5.110945 56 15 B (0.73214286 0.26785714)
## 40) texture_worst>=4.985267 32 2 B (0.93750000 0.06250000)
## 80) texture_worst< 5.03133 24 0 B (1.00000000 0.00000000) *
## 81) texture_worst>=5.03133 8 2 B (0.75000000 0.25000000) *
## 41) texture_worst< 4.985267 24 11 M (0.45833333 0.54166667)
## 82) texture_mean< 3.086931 9 0 B (1.00000000 0.00000000) *
## 83) texture_mean>=3.086931 15 2 M (0.13333333 0.86666667) *
## 21) texture_worst>=5.110945 55 20 M (0.36363636 0.63636364)
## 42) symmetry_worst< -2.010076 19 5 B (0.73684211 0.26315789)
## 84) compactness_se< -3.400535 16 2 B (0.87500000 0.12500000) *
## 85) compactness_se>=-3.400535 3 0 M (0.00000000 1.00000000) *
## 43) symmetry_worst>=-2.010076 36 6 M (0.16666667 0.83333333)
## 86) smoothness_mean< -2.526959 4 0 B (1.00000000 0.00000000) *
## 87) smoothness_mean>=-2.526959 32 2 M (0.06250000 0.93750000) *
## 11) texture_mean< 3.07454 41 9 M (0.21951220 0.78048780)
## 22) compactness_se< -4.899363 4 0 B (1.00000000 0.00000000) *
## 23) compactness_se>=-4.899363 37 5 M (0.13513514 0.86486486)
## 46) texture_mean< 2.915217 3 0 B (1.00000000 0.00000000) *
## 47) texture_mean>=2.915217 34 2 M (0.05882353 0.94117647)
## 94) smoothness_worst>=-1.444513 6 2 M (0.33333333 0.66666667) *
## 95) smoothness_worst< -1.444513 28 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.619354 305 120 M (0.39344262 0.60655738)
## 6) smoothness_mean< -2.155028 252 117 M (0.46428571 0.53571429)
## 12) texture_mean< 2.918041 73 24 B (0.67123288 0.32876712)
## 24) smoothness_worst< -1.489637 28 0 B (1.00000000 0.00000000) *
## 25) smoothness_worst>=-1.489637 45 21 M (0.46666667 0.53333333)
## 50) texture_mean>=2.892007 12 1 B (0.91666667 0.08333333)
## 100) compactness_se>=-3.752624 11 0 B (1.00000000 0.00000000) *
## 101) compactness_se< -3.752624 1 0 M (0.00000000 1.00000000) *
## 51) texture_mean< 2.892007 33 10 M (0.30303030 0.69696970)
## 102) texture_mean< 2.777879 9 2 B (0.77777778 0.22222222) *
## 103) texture_mean>=2.777879 24 3 M (0.12500000 0.87500000) *
## 13) texture_mean>=2.918041 179 68 M (0.37988827 0.62011173)
## 26) texture_mean>=2.922892 159 68 M (0.42767296 0.57232704)
## 52) compactness_se< -4.291103 18 1 B (0.94444444 0.05555556)
## 104) smoothness_worst< -1.43601 17 0 B (1.00000000 0.00000000) *
## 105) smoothness_worst>=-1.43601 1 0 M (0.00000000 1.00000000) *
## 53) compactness_se>=-4.291103 141 51 M (0.36170213 0.63829787)
## 106) texture_mean< 2.943901 13 0 B (1.00000000 0.00000000) *
## 107) texture_mean>=2.943901 128 38 M (0.29687500 0.70312500) *
## 27) texture_mean< 2.922892 20 0 M (0.00000000 1.00000000) *
## 7) smoothness_mean>=-2.155028 53 3 M (0.05660377 0.94339623)
## 14) compactness_se< -3.950802 2 0 B (1.00000000 0.00000000) *
## 15) compactness_se>=-3.950802 51 1 M (0.01960784 0.98039216)
## 30) symmetry_worst>=-1.359693 7 1 M (0.14285714 0.85714286)
## 60) smoothness_mean>=-2.022167 1 0 B (1.00000000 0.00000000) *
## 61) smoothness_mean< -2.022167 6 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst< -1.359693 44 0 M (0.00000000 1.00000000) *
##
## $trees[[32]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 420 B (0.53947368 0.46052632)
## 2) smoothness_mean< -2.333148 459 161 B (0.64923747 0.35076253)
## 4) texture_mean< 2.963467 210 44 B (0.79047619 0.20952381)
## 8) smoothness_mean>=-2.411844 101 6 B (0.94059406 0.05940594)
## 16) texture_worst< 4.737165 99 4 B (0.95959596 0.04040404)
## 32) symmetry_worst< -1.64088 88 1 B (0.98863636 0.01136364)
## 64) compactness_se>=-4.460929 85 0 B (1.00000000 0.00000000) *
## 65) compactness_se< -4.460929 3 1 B (0.66666667 0.33333333) *
## 33) symmetry_worst>=-1.64088 11 3 B (0.72727273 0.27272727)
## 66) symmetry_worst>=-1.559184 8 0 B (1.00000000 0.00000000) *
## 67) symmetry_worst< -1.559184 3 0 M (0.00000000 1.00000000) *
## 17) texture_worst>=4.737165 2 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.411844 109 38 B (0.65137615 0.34862385)
## 18) smoothness_mean< -2.413908 99 28 B (0.71717172 0.28282828)
## 36) smoothness_worst>=-1.551775 37 1 B (0.97297297 0.02702703)
## 72) smoothness_worst< -1.455747 36 0 B (1.00000000 0.00000000) *
## 73) smoothness_worst>=-1.455747 1 0 M (0.00000000 1.00000000) *
## 37) smoothness_worst< -1.551775 62 27 B (0.56451613 0.43548387)
## 74) smoothness_worst< -1.554151 43 12 B (0.72093023 0.27906977) *
## 75) smoothness_worst>=-1.554151 19 4 M (0.21052632 0.78947368) *
## 19) smoothness_mean>=-2.413908 10 0 M (0.00000000 1.00000000) *
## 5) texture_mean>=2.963467 249 117 B (0.53012048 0.46987952)
## 10) texture_worst>=4.498003 218 91 B (0.58256881 0.41743119)
## 20) smoothness_worst< -1.559798 110 30 B (0.72727273 0.27272727)
## 40) texture_mean>=2.969886 101 21 B (0.79207921 0.20792079)
## 80) symmetry_worst< -1.538661 93 13 B (0.86021505 0.13978495) *
## 81) symmetry_worst>=-1.538661 8 0 M (0.00000000 1.00000000) *
## 41) texture_mean< 2.969886 9 0 M (0.00000000 1.00000000) *
## 21) smoothness_worst>=-1.559798 108 47 M (0.43518519 0.56481481)
## 42) smoothness_worst>=-1.453466 28 3 B (0.89285714 0.10714286)
## 84) texture_mean< 3.251825 25 0 B (1.00000000 0.00000000) *
## 85) texture_mean>=3.251825 3 0 M (0.00000000 1.00000000) *
## 43) smoothness_worst< -1.453466 80 22 M (0.27500000 0.72500000)
## 86) symmetry_worst< -2.233349 6 0 B (1.00000000 0.00000000) *
## 87) symmetry_worst>=-2.233349 74 16 M (0.21621622 0.78378378) *
## 11) texture_worst< 4.498003 31 5 M (0.16129032 0.83870968)
## 22) texture_worst< 4.425081 7 3 B (0.57142857 0.42857143)
## 44) compactness_se>=-4.154472 4 0 B (1.00000000 0.00000000) *
## 45) compactness_se< -4.154472 3 0 M (0.00000000 1.00000000) *
## 23) texture_worst>=4.425081 24 1 M (0.04166667 0.95833333)
## 46) texture_mean< 2.97527 1 0 B (1.00000000 0.00000000) *
## 47) texture_mean>=2.97527 23 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.333148 453 194 M (0.42825607 0.57174393)
## 6) compactness_se< -4.040144 86 23 B (0.73255814 0.26744186)
## 12) symmetry_worst>=-1.743442 62 8 B (0.87096774 0.12903226)
## 24) smoothness_mean>=-2.290664 49 0 B (1.00000000 0.00000000) *
## 25) smoothness_mean< -2.290664 13 5 M (0.38461538 0.61538462)
## 50) smoothness_worst< -1.481717 4 0 B (1.00000000 0.00000000) *
## 51) smoothness_worst>=-1.481717 9 1 M (0.11111111 0.88888889)
## 102) texture_mean< 2.65258 1 0 B (1.00000000 0.00000000) *
## 103) texture_mean>=2.65258 8 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst< -1.743442 24 9 M (0.37500000 0.62500000)
## 26) symmetry_worst< -1.782735 13 4 B (0.69230769 0.30769231)
## 52) smoothness_worst>=-1.595733 9 0 B (1.00000000 0.00000000) *
## 53) smoothness_worst< -1.595733 4 0 M (0.00000000 1.00000000) *
## 27) symmetry_worst>=-1.782735 11 0 M (0.00000000 1.00000000) *
## 7) compactness_se>=-4.040144 367 131 M (0.35694823 0.64305177)
## 14) texture_worst< 3.947867 22 4 B (0.81818182 0.18181818)
## 28) texture_mean>=2.515298 17 0 B (1.00000000 0.00000000) *
## 29) texture_mean< 2.515298 5 1 M (0.20000000 0.80000000)
## 58) smoothness_mean>=-2.060513 1 0 B (1.00000000 0.00000000) *
## 59) smoothness_mean< -2.060513 4 0 M (0.00000000 1.00000000) *
## 15) texture_worst>=3.947867 345 113 M (0.32753623 0.67246377)
## 30) smoothness_worst>=-1.515963 268 104 M (0.38805970 0.61194030)
## 60) smoothness_mean< -2.296604 52 15 B (0.71153846 0.28846154)
## 120) texture_worst< 4.871777 40 3 B (0.92500000 0.07500000) *
## 121) texture_worst>=4.871777 12 0 M (0.00000000 1.00000000) *
## 61) smoothness_mean>=-2.296604 216 67 M (0.31018519 0.68981481)
## 122) smoothness_worst< -1.500666 32 11 B (0.65625000 0.34375000) *
## 123) smoothness_worst>=-1.500666 184 46 M (0.25000000 0.75000000) *
## 31) smoothness_worst< -1.515963 77 9 M (0.11688312 0.88311688)
## 62) texture_mean>=3.212655 11 4 B (0.63636364 0.36363636)
## 124) texture_mean< 3.321235 8 1 B (0.87500000 0.12500000) *
## 125) texture_mean>=3.321235 3 0 M (0.00000000 1.00000000) *
## 63) texture_mean< 3.212655 66 2 M (0.03030303 0.96969697)
## 126) compactness_se>=-3.492332 9 2 M (0.22222222 0.77777778) *
## 127) compactness_se< -3.492332 57 0 M (0.00000000 1.00000000) *
##
## $trees[[33]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 416 B (0.54385965 0.45614035)
## 2) symmetry_worst< -1.072749 898 402 B (0.55233853 0.44766147)
## 4) symmetry_worst>=-1.982941 737 306 B (0.58480326 0.41519674)
## 8) texture_mean< 2.960364 366 121 B (0.66939891 0.33060109)
## 16) texture_mean>=2.940483 54 2 B (0.96296296 0.03703704)
## 32) smoothness_mean< -2.200472 52 0 B (1.00000000 0.00000000) *
## 33) smoothness_mean>=-2.200472 2 0 M (0.00000000 1.00000000) *
## 17) texture_mean< 2.940483 312 119 B (0.61858974 0.38141026)
## 34) symmetry_worst< -1.932547 28 0 B (1.00000000 0.00000000) *
## 35) symmetry_worst>=-1.932547 284 119 B (0.58098592 0.41901408)
## 70) symmetry_worst>=-1.749635 164 50 B (0.69512195 0.30487805) *
## 71) symmetry_worst< -1.749635 120 51 M (0.42500000 0.57500000) *
## 9) texture_mean>=2.960364 371 185 B (0.50134771 0.49865229)
## 18) texture_worst>=4.753106 193 72 B (0.62694301 0.37305699)
## 36) compactness_se>=-4.185073 144 42 B (0.70833333 0.29166667)
## 72) texture_worst< 5.032208 107 20 B (0.81308411 0.18691589) *
## 73) texture_worst>=5.032208 37 15 M (0.40540541 0.59459459) *
## 37) compactness_se< -4.185073 49 19 M (0.38775510 0.61224490)
## 74) compactness_se< -4.557422 22 7 B (0.68181818 0.31818182) *
## 75) compactness_se>=-4.557422 27 4 M (0.14814815 0.85185185) *
## 19) texture_worst< 4.753106 178 65 M (0.36516854 0.63483146)
## 38) compactness_se< -4.291103 23 3 B (0.86956522 0.13043478)
## 76) texture_mean< 2.99172 20 0 B (1.00000000 0.00000000) *
## 77) texture_mean>=2.99172 3 0 M (0.00000000 1.00000000) *
## 39) compactness_se>=-4.291103 155 45 M (0.29032258 0.70967742)
## 78) compactness_se>=-3.897014 114 45 M (0.39473684 0.60526316) *
## 79) compactness_se< -3.897014 41 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst< -1.982941 161 65 M (0.40372671 0.59627329)
## 10) smoothness_worst< -1.604936 33 7 B (0.78787879 0.21212121)
## 20) compactness_se< -2.951614 27 1 B (0.96296296 0.03703704)
## 40) smoothness_mean< -2.373736 26 0 B (1.00000000 0.00000000) *
## 41) smoothness_mean>=-2.373736 1 0 M (0.00000000 1.00000000) *
## 21) compactness_se>=-2.951614 6 0 M (0.00000000 1.00000000) *
## 11) smoothness_worst>=-1.604936 128 39 M (0.30468750 0.69531250)
## 22) smoothness_worst>=-1.59459 91 39 M (0.42857143 0.57142857)
## 44) texture_worst< 4.605004 26 6 B (0.76923077 0.23076923)
## 88) symmetry_worst< -1.993616 20 0 B (1.00000000 0.00000000) *
## 89) symmetry_worst>=-1.993616 6 0 M (0.00000000 1.00000000) *
## 45) texture_worst>=4.605004 65 19 M (0.29230769 0.70769231)
## 90) texture_mean>=3.33289 7 0 B (1.00000000 0.00000000) *
## 91) texture_mean< 3.33289 58 12 M (0.20689655 0.79310345) *
## 23) smoothness_worst< -1.59459 37 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.072749 14 0 M (0.00000000 1.00000000) *
##
## $trees[[34]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 417 B (0.54276316 0.45723684)
## 2) symmetry_worst< -1.549706 714 291 B (0.59243697 0.40756303)
## 4) symmetry_worst>=-1.556438 29 0 B (1.00000000 0.00000000) *
## 5) symmetry_worst< -1.556438 685 291 B (0.57518248 0.42481752)
## 10) symmetry_worst< -1.571144 663 270 B (0.59276018 0.40723982)
## 20) smoothness_mean>=-2.094359 27 0 B (1.00000000 0.00000000) *
## 21) smoothness_mean< -2.094359 636 270 B (0.57547170 0.42452830)
## 42) smoothness_mean< -2.242902 548 216 B (0.60583942 0.39416058)
## 84) smoothness_mean>=-2.276433 46 4 B (0.91304348 0.08695652) *
## 85) smoothness_mean< -2.276433 502 212 B (0.57768924 0.42231076) *
## 43) smoothness_mean>=-2.242902 88 34 M (0.38636364 0.61363636)
## 86) texture_mean< 3.043808 61 27 B (0.55737705 0.44262295) *
## 87) texture_mean>=3.043808 27 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-1.571144 22 1 M (0.04545455 0.95454545)
## 22) texture_mean< 2.734314 1 0 B (1.00000000 0.00000000) *
## 23) texture_mean>=2.734314 21 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.549706 198 72 M (0.36363636 0.63636364)
## 6) texture_worst< 4.61159 86 35 B (0.59302326 0.40697674)
## 12) smoothness_mean< -2.162051 63 13 B (0.79365079 0.20634921)
## 24) texture_mean< 2.956197 43 4 B (0.90697674 0.09302326)
## 48) texture_worst>=4.255274 36 0 B (1.00000000 0.00000000) *
## 49) texture_worst< 4.255274 7 3 M (0.42857143 0.57142857)
## 98) texture_mean< 2.777879 3 0 B (1.00000000 0.00000000) *
## 99) texture_mean>=2.777879 4 0 M (0.00000000 1.00000000) *
## 25) texture_mean>=2.956197 20 9 B (0.55000000 0.45000000)
## 50) smoothness_worst< -1.524656 10 1 B (0.90000000 0.10000000)
## 100) smoothness_mean>=-2.413276 9 0 B (1.00000000 0.00000000) *
## 101) smoothness_mean< -2.413276 1 0 M (0.00000000 1.00000000) *
## 51) smoothness_worst>=-1.524656 10 2 M (0.20000000 0.80000000)
## 102) smoothness_mean>=-2.259088 2 0 B (1.00000000 0.00000000) *
## 103) smoothness_mean< -2.259088 8 0 M (0.00000000 1.00000000) *
## 13) smoothness_mean>=-2.162051 23 1 M (0.04347826 0.95652174)
## 26) smoothness_mean>=-2.000349 1 0 B (1.00000000 0.00000000) *
## 27) smoothness_mean< -2.000349 22 0 M (0.00000000 1.00000000) *
## 7) texture_worst>=4.61159 112 21 M (0.18750000 0.81250000)
## 14) texture_worst>=4.771944 66 20 M (0.30303030 0.69696970)
## 28) texture_worst< 4.860528 27 9 B (0.66666667 0.33333333)
## 56) smoothness_mean< -2.256168 21 3 B (0.85714286 0.14285714)
## 112) symmetry_worst< -0.9904278 18 0 B (1.00000000 0.00000000) *
## 113) symmetry_worst>=-0.9904278 3 0 M (0.00000000 1.00000000) *
## 57) smoothness_mean>=-2.256168 6 0 M (0.00000000 1.00000000) *
## 29) texture_worst>=4.860528 39 2 M (0.05128205 0.94871795)
## 58) compactness_se< -4.410182 1 0 B (1.00000000 0.00000000) *
## 59) compactness_se>=-4.410182 38 1 M (0.02631579 0.97368421)
## 118) smoothness_mean< -2.415476 7 1 M (0.14285714 0.85714286) *
## 119) smoothness_mean>=-2.415476 31 0 M (0.00000000 1.00000000) *
## 15) texture_worst< 4.771944 46 1 M (0.02173913 0.97826087)
## 30) compactness_se< -4.694501 1 0 B (1.00000000 0.00000000) *
## 31) compactness_se>=-4.694501 45 0 M (0.00000000 1.00000000) *
##
## $trees[[35]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 435 M (0.47697368 0.52302632)
## 2) texture_mean< 2.707375 29 2 B (0.93103448 0.06896552)
## 4) compactness_se< -3.053461 27 0 B (1.00000000 0.00000000) *
## 5) compactness_se>=-3.053461 2 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.707375 883 408 M (0.46206116 0.53793884)
## 6) texture_worst>=4.008008 857 407 M (0.47491249 0.52508751)
## 12) texture_mean< 3.054236 605 290 B (0.52066116 0.47933884)
## 24) symmetry_worst< -1.786753 217 76 B (0.64976959 0.35023041)
## 48) texture_worst< 4.84867 197 60 B (0.69543147 0.30456853)
## 96) texture_worst>=4.467083 95 11 B (0.88421053 0.11578947) *
## 97) texture_worst< 4.467083 102 49 B (0.51960784 0.48039216) *
## 49) texture_worst>=4.84867 20 4 M (0.20000000 0.80000000)
## 98) texture_worst>=5.007176 4 0 B (1.00000000 0.00000000) *
## 99) texture_worst< 5.007176 16 0 M (0.00000000 1.00000000) *
## 25) symmetry_worst>=-1.786753 388 174 M (0.44845361 0.55154639)
## 50) symmetry_worst>=-1.769229 343 169 B (0.50728863 0.49271137)
## 100) smoothness_mean< -2.216408 280 116 B (0.58571429 0.41428571) *
## 101) smoothness_mean>=-2.216408 63 10 M (0.15873016 0.84126984) *
## 51) symmetry_worst< -1.769229 45 0 M (0.00000000 1.00000000) *
## 13) texture_mean>=3.054236 252 92 M (0.36507937 0.63492063)
## 26) smoothness_worst>=-1.551128 155 73 M (0.47096774 0.52903226)
## 52) smoothness_mean< -2.257137 119 51 B (0.57142857 0.42857143)
## 104) compactness_se>=-3.917958 88 27 B (0.69318182 0.30681818) *
## 105) compactness_se< -3.917958 31 7 M (0.22580645 0.77419355) *
## 53) smoothness_mean>=-2.257137 36 5 M (0.13888889 0.86111111)
## 106) smoothness_mean>=-2.094359 6 1 B (0.83333333 0.16666667) *
## 107) smoothness_mean< -2.094359 30 0 M (0.00000000 1.00000000) *
## 27) smoothness_worst< -1.551128 97 19 M (0.19587629 0.80412371)
## 54) smoothness_mean< -2.513024 16 6 B (0.62500000 0.37500000)
## 108) texture_worst>=4.498003 10 0 B (1.00000000 0.00000000) *
## 109) texture_worst< 4.498003 6 0 M (0.00000000 1.00000000) *
## 55) smoothness_mean>=-2.513024 81 9 M (0.11111111 0.88888889)
## 110) texture_worst< 4.495785 2 0 B (1.00000000 0.00000000) *
## 111) texture_worst>=4.495785 79 7 M (0.08860759 0.91139241) *
## 7) texture_worst< 4.008008 26 1 M (0.03846154 0.96153846)
## 14) smoothness_mean>=-2.166314 1 0 B (1.00000000 0.00000000) *
## 15) smoothness_mean< -2.166314 25 0 M (0.00000000 1.00000000) *
##
## $trees[[36]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 398 M (0.43640351 0.56359649)
## 2) compactness_se< -4.706178 19 1 B (0.94736842 0.05263158)
## 4) symmetry_worst< -1.170399 18 0 B (1.00000000 0.00000000) *
## 5) symmetry_worst>=-1.170399 1 0 M (0.00000000 1.00000000) *
## 3) compactness_se>=-4.706178 893 380 M (0.42553191 0.57446809)
## 6) compactness_se>=-4.671834 862 380 M (0.44083527 0.55916473)
## 12) compactness_se< -3.721197 428 207 B (0.51635514 0.48364486)
## 24) smoothness_worst< -1.520292 185 63 B (0.65945946 0.34054054)
## 48) compactness_se>=-4.100467 65 7 B (0.89230769 0.10769231)
## 96) texture_mean< 3.310431 60 2 B (0.96666667 0.03333333) *
## 97) texture_mean>=3.310431 5 0 M (0.00000000 1.00000000) *
## 49) compactness_se< -4.100467 120 56 B (0.53333333 0.46666667)
## 98) texture_worst>=4.534207 68 17 B (0.75000000 0.25000000) *
## 99) texture_worst< 4.534207 52 13 M (0.25000000 0.75000000) *
## 25) smoothness_worst>=-1.520292 243 99 M (0.40740741 0.59259259)
## 50) compactness_se>=-3.761452 20 0 B (1.00000000 0.00000000) *
## 51) compactness_se< -3.761452 223 79 M (0.35426009 0.64573991)
## 102) compactness_se< -4.02632 91 38 B (0.58241758 0.41758242) *
## 103) compactness_se>=-4.02632 132 26 M (0.19696970 0.80303030) *
## 13) compactness_se>=-3.721197 434 159 M (0.36635945 0.63364055)
## 26) smoothness_worst>=-1.476409 141 62 B (0.56028369 0.43971631)
## 52) symmetry_worst< -1.343592 110 39 B (0.64545455 0.35454545)
## 104) texture_worst< 5.04348 102 31 B (0.69607843 0.30392157) *
## 105) texture_worst>=5.04348 8 0 M (0.00000000 1.00000000) *
## 53) symmetry_worst>=-1.343592 31 8 M (0.25806452 0.74193548)
## 106) compactness_se>=-2.646661 8 0 B (1.00000000 0.00000000) *
## 107) compactness_se< -2.646661 23 0 M (0.00000000 1.00000000) *
## 27) smoothness_worst< -1.476409 293 80 M (0.27303754 0.72696246)
## 54) smoothness_worst< -1.5037 215 77 M (0.35813953 0.64186047)
## 108) smoothness_worst>=-1.532817 74 31 B (0.58108108 0.41891892) *
## 109) smoothness_worst< -1.532817 141 34 M (0.24113475 0.75886525) *
## 55) smoothness_worst>=-1.5037 78 3 M (0.03846154 0.96153846)
## 110) texture_worst< 3.981473 2 0 B (1.00000000 0.00000000) *
## 111) texture_worst>=3.981473 76 1 M (0.01315789 0.98684211) *
## 7) compactness_se< -4.671834 31 0 M (0.00000000 1.00000000) *
##
## $trees[[37]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 378 M (0.41447368 0.58552632)
## 2) texture_worst< 4.481821 283 129 B (0.54416961 0.45583039)
## 4) compactness_se< -3.647113 133 43 B (0.67669173 0.32330827)
## 8) smoothness_mean>=-2.28529 40 3 B (0.92500000 0.07500000)
## 16) texture_mean>=2.496294 36 0 B (1.00000000 0.00000000) *
## 17) texture_mean< 2.496294 4 1 M (0.25000000 0.75000000)
## 34) texture_mean< 2.449364 1 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.449364 3 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.28529 93 40 B (0.56989247 0.43010753)
## 18) texture_mean< 2.755881 21 0 B (1.00000000 0.00000000) *
## 19) texture_mean>=2.755881 72 32 M (0.44444444 0.55555556)
## 38) smoothness_worst< -1.552854 22 4 B (0.81818182 0.18181818)
## 76) smoothness_mean< -2.306694 19 1 B (0.94736842 0.05263158) *
## 77) smoothness_mean>=-2.306694 3 0 M (0.00000000 1.00000000) *
## 39) smoothness_worst>=-1.552854 50 14 M (0.28000000 0.72000000)
## 78) texture_worst< 4.122759 8 0 B (1.00000000 0.00000000) *
## 79) texture_worst>=4.122759 42 6 M (0.14285714 0.85714286) *
## 5) compactness_se>=-3.647113 150 64 M (0.42666667 0.57333333)
## 10) compactness_se>=-2.721974 19 0 B (1.00000000 0.00000000) *
## 11) compactness_se< -2.721974 131 45 M (0.34351145 0.65648855)
## 22) smoothness_mean< -2.454939 9 0 B (1.00000000 0.00000000) *
## 23) smoothness_mean>=-2.454939 122 36 M (0.29508197 0.70491803)
## 46) texture_worst< 3.888609 8 1 B (0.87500000 0.12500000)
## 92) texture_mean>=2.44739 7 0 B (1.00000000 0.00000000) *
## 93) texture_mean< 2.44739 1 0 M (0.00000000 1.00000000) *
## 47) texture_worst>=3.888609 114 29 M (0.25438596 0.74561404)
## 94) symmetry_worst< -1.761895 48 21 M (0.43750000 0.56250000) *
## 95) symmetry_worst>=-1.761895 66 8 M (0.12121212 0.87878788) *
## 3) texture_worst>=4.481821 629 224 M (0.35612083 0.64387917)
## 6) symmetry_worst< -1.367423 587 223 M (0.37989779 0.62010221)
## 12) smoothness_mean>=-2.093138 13 0 B (1.00000000 0.00000000) *
## 13) smoothness_mean< -2.093138 574 210 M (0.36585366 0.63414634)
## 26) smoothness_worst< -1.558926 172 85 B (0.50581395 0.49418605)
## 52) smoothness_mean>=-2.4986 120 45 B (0.62500000 0.37500000)
## 104) texture_mean< 3.147592 84 21 B (0.75000000 0.25000000) *
## 105) texture_mean>=3.147592 36 12 M (0.33333333 0.66666667) *
## 53) smoothness_mean< -2.4986 52 12 M (0.23076923 0.76923077)
## 106) smoothness_mean< -2.564711 13 4 B (0.69230769 0.30769231) *
## 107) smoothness_mean>=-2.564711 39 3 M (0.07692308 0.92307692) *
## 27) smoothness_worst>=-1.558926 402 123 M (0.30597015 0.69402985)
## 54) symmetry_worst< -2.156952 38 17 B (0.55263158 0.44736842)
## 108) smoothness_worst>=-1.477788 11 0 B (1.00000000 0.00000000) *
## 109) smoothness_worst< -1.477788 27 10 M (0.37037037 0.62962963) *
## 55) symmetry_worst>=-2.156952 364 102 M (0.28021978 0.71978022)
## 110) symmetry_worst>=-1.982157 316 101 M (0.31962025 0.68037975) *
## 111) symmetry_worst< -1.982157 48 1 M (0.02083333 0.97916667) *
## 7) symmetry_worst>=-1.367423 42 1 M (0.02380952 0.97619048)
## 14) smoothness_worst< -1.496291 7 1 M (0.14285714 0.85714286)
## 28) smoothness_mean>=-2.311841 1 0 B (1.00000000 0.00000000) *
## 29) smoothness_mean< -2.311841 6 0 M (0.00000000 1.00000000) *
## 15) smoothness_worst>=-1.496291 35 0 M (0.00000000 1.00000000) *
##
## $trees[[38]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 437 B (0.52083333 0.47916667)
## 2) texture_worst< 4.389172 215 72 B (0.66511628 0.33488372)
## 4) texture_worst>=4.352293 52 4 B (0.92307692 0.07692308)
## 8) smoothness_mean>=-2.515683 50 2 B (0.96000000 0.04000000)
## 16) compactness_se< -3.100689 48 0 B (1.00000000 0.00000000) *
## 17) compactness_se>=-3.100689 2 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.515683 2 0 M (0.00000000 1.00000000) *
## 5) texture_worst< 4.352293 163 68 B (0.58282209 0.41717791)
## 10) compactness_se< -3.964431 39 4 B (0.89743590 0.10256410)
## 20) texture_worst< 4.277159 31 0 B (1.00000000 0.00000000) *
## 21) texture_worst>=4.277159 8 4 B (0.50000000 0.50000000)
## 42) compactness_se< -4.303898 4 0 B (1.00000000 0.00000000) *
## 43) compactness_se>=-4.303898 4 0 M (0.00000000 1.00000000) *
## 11) compactness_se>=-3.964431 124 60 M (0.48387097 0.51612903)
## 22) compactness_se>=-2.774155 13 0 B (1.00000000 0.00000000) *
## 23) compactness_se< -2.774155 111 47 M (0.42342342 0.57657658)
## 46) texture_worst< 4.30106 97 47 M (0.48453608 0.51546392)
## 92) texture_mean>=2.771335 44 13 B (0.70454545 0.29545455) *
## 93) texture_mean< 2.771335 53 16 M (0.30188679 0.69811321) *
## 47) texture_worst>=4.30106 14 0 M (0.00000000 1.00000000) *
## 3) texture_worst>=4.389172 697 332 M (0.47632712 0.52367288)
## 6) symmetry_worst< -1.369089 668 330 M (0.49401198 0.50598802)
## 12) symmetry_worst>=-1.47813 38 6 B (0.84210526 0.15789474)
## 24) smoothness_mean< -2.34398 28 0 B (1.00000000 0.00000000) *
## 25) smoothness_mean>=-2.34398 10 4 M (0.40000000 0.60000000)
## 50) texture_mean< 2.946426 3 0 B (1.00000000 0.00000000) *
## 51) texture_mean>=2.946426 7 1 M (0.14285714 0.85714286)
## 102) texture_mean>=3.201594 1 0 B (1.00000000 0.00000000) *
## 103) texture_mean< 3.201594 6 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst< -1.47813 630 298 M (0.47301587 0.52698413)
## 26) compactness_se>=-4.098353 446 213 B (0.52242152 0.47757848)
## 52) compactness_se< -4.040144 32 1 B (0.96875000 0.03125000)
## 104) texture_mean< 3.112668 31 0 B (1.00000000 0.00000000) *
## 105) texture_mean>=3.112668 1 0 M (0.00000000 1.00000000) *
## 53) compactness_se>=-4.040144 414 202 M (0.48792271 0.51207729)
## 106) smoothness_mean< -2.39816 137 49 B (0.64233577 0.35766423) *
## 107) smoothness_mean>=-2.39816 277 114 M (0.41155235 0.58844765) *
## 27) compactness_se< -4.098353 184 65 M (0.35326087 0.64673913)
## 54) compactness_se< -4.104699 162 65 M (0.40123457 0.59876543)
## 108) smoothness_worst< -1.501474 108 54 B (0.50000000 0.50000000) *
## 109) smoothness_worst>=-1.501474 54 11 M (0.20370370 0.79629630) *
## 55) compactness_se>=-4.104699 22 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-1.369089 29 2 M (0.06896552 0.93103448)
## 14) smoothness_worst< -1.496291 4 2 B (0.50000000 0.50000000)
## 28) texture_mean< 3.158816 2 0 B (1.00000000 0.00000000) *
## 29) texture_mean>=3.158816 2 0 M (0.00000000 1.00000000) *
## 15) smoothness_worst>=-1.496291 25 0 M (0.00000000 1.00000000) *
##
## $trees[[39]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 452 B (0.50438596 0.49561404)
## 2) texture_mean< 3.054236 634 274 B (0.56782334 0.43217666)
## 4) texture_mean>=2.987952 157 36 B (0.77070064 0.22929936)
## 8) texture_worst< 4.682677 93 11 B (0.88172043 0.11827957)
## 16) smoothness_worst>=-1.520707 80 6 B (0.92500000 0.07500000)
## 32) compactness_se< -3.02233 77 3 B (0.96103896 0.03896104)
## 64) smoothness_worst< -1.462341 64 0 B (1.00000000 0.00000000) *
## 65) smoothness_worst>=-1.462341 13 3 B (0.76923077 0.23076923) *
## 33) compactness_se>=-3.02233 3 0 M (0.00000000 1.00000000) *
## 17) smoothness_worst< -1.520707 13 5 B (0.61538462 0.38461538)
## 34) compactness_se>=-3.433938 7 0 B (1.00000000 0.00000000) *
## 35) compactness_se< -3.433938 6 1 M (0.16666667 0.83333333)
## 70) texture_mean>=3.031337 1 0 B (1.00000000 0.00000000) *
## 71) texture_mean< 3.031337 5 0 M (0.00000000 1.00000000) *
## 9) texture_worst>=4.682677 64 25 B (0.60937500 0.39062500)
## 18) texture_worst>=4.768598 43 6 B (0.86046512 0.13953488)
## 36) smoothness_mean< -2.179812 40 3 B (0.92500000 0.07500000)
## 72) symmetry_worst< -1.317527 38 1 B (0.97368421 0.02631579) *
## 73) symmetry_worst>=-1.317527 2 0 M (0.00000000 1.00000000) *
## 37) smoothness_mean>=-2.179812 3 0 M (0.00000000 1.00000000) *
## 19) texture_worst< 4.768598 21 2 M (0.09523810 0.90476190)
## 38) smoothness_mean< -2.387928 3 1 B (0.66666667 0.33333333)
## 76) texture_mean>=3.00906 2 0 B (1.00000000 0.00000000) *
## 77) texture_mean< 3.00906 1 0 M (0.00000000 1.00000000) *
## 39) smoothness_mean>=-2.387928 18 0 M (0.00000000 1.00000000) *
## 5) texture_mean< 2.987952 477 238 B (0.50104822 0.49895178)
## 10) texture_worst< 4.771322 459 220 B (0.52069717 0.47930283)
## 20) texture_worst< 3.810659 17 0 B (1.00000000 0.00000000) *
## 21) texture_worst>=3.810659 442 220 B (0.50226244 0.49773756)
## 42) smoothness_worst< -1.520292 172 65 B (0.62209302 0.37790698)
## 84) smoothness_worst>=-1.541066 41 2 B (0.95121951 0.04878049) *
## 85) smoothness_worst< -1.541066 131 63 B (0.51908397 0.48091603) *
## 43) smoothness_worst>=-1.520292 270 115 M (0.42592593 0.57407407)
## 86) smoothness_worst>=-1.478565 159 73 B (0.54088050 0.45911950) *
## 87) smoothness_worst< -1.478565 111 29 M (0.26126126 0.73873874) *
## 11) texture_worst>=4.771322 18 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=3.054236 278 100 M (0.35971223 0.64028777)
## 6) texture_worst>=4.745147 197 91 M (0.46192893 0.53807107)
## 12) smoothness_worst< -1.618721 17 1 B (0.94117647 0.05882353)
## 24) smoothness_mean< -2.337942 16 0 B (1.00000000 0.00000000) *
## 25) smoothness_mean>=-2.337942 1 0 M (0.00000000 1.00000000) *
## 13) smoothness_worst>=-1.618721 180 75 M (0.41666667 0.58333333)
## 26) texture_mean>=3.173668 106 47 B (0.55660377 0.44339623)
## 52) symmetry_worst>=-1.813091 56 16 B (0.71428571 0.28571429)
## 104) smoothness_mean< -2.3667 33 2 B (0.93939394 0.06060606) *
## 105) smoothness_mean>=-2.3667 23 9 M (0.39130435 0.60869565) *
## 53) symmetry_worst< -1.813091 50 19 M (0.38000000 0.62000000)
## 106) texture_worst< 4.907333 6 0 B (1.00000000 0.00000000) *
## 107) texture_worst>=4.907333 44 13 M (0.29545455 0.70454545) *
## 27) texture_mean< 3.173668 74 16 M (0.21621622 0.78378378)
## 54) texture_worst< 4.818867 15 6 B (0.60000000 0.40000000)
## 108) smoothness_mean>=-2.321477 8 0 B (1.00000000 0.00000000) *
## 109) smoothness_mean< -2.321477 7 1 M (0.14285714 0.85714286) *
## 55) texture_worst>=4.818867 59 7 M (0.11864407 0.88135593)
## 110) smoothness_worst>=-1.441178 12 5 M (0.41666667 0.58333333) *
## 111) smoothness_worst< -1.441178 47 2 M (0.04255319 0.95744681) *
## 7) texture_worst< 4.745147 81 9 M (0.11111111 0.88888889)
## 14) smoothness_worst< -1.606352 19 7 M (0.36842105 0.63157895)
## 28) smoothness_mean>=-2.603563 7 0 B (1.00000000 0.00000000) *
## 29) smoothness_mean< -2.603563 12 0 M (0.00000000 1.00000000) *
## 15) smoothness_worst>=-1.606352 62 2 M (0.03225806 0.96774194)
## 30) smoothness_worst>=-1.460829 2 0 B (1.00000000 0.00000000) *
## 31) smoothness_worst< -1.460829 60 0 M (0.00000000 1.00000000) *
##
## $trees[[40]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 449 B (0.50767544 0.49232456)
## 2) symmetry_worst< -1.658507 572 245 B (0.57167832 0.42832168)
## 4) symmetry_worst>=-1.749963 127 28 B (0.77952756 0.22047244)
## 8) texture_mean< 2.955415 58 3 B (0.94827586 0.05172414)
## 16) smoothness_mean< -2.229216 51 0 B (1.00000000 0.00000000) *
## 17) smoothness_mean>=-2.229216 7 3 B (0.57142857 0.42857143)
## 34) texture_mean< 2.850534 4 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.850534 3 0 M (0.00000000 1.00000000) *
## 9) texture_mean>=2.955415 69 25 B (0.63768116 0.36231884)
## 18) texture_mean>=2.987952 54 10 B (0.81481481 0.18518519)
## 36) smoothness_worst< -1.350437 52 8 B (0.84615385 0.15384615)
## 72) compactness_se>=-4.671834 48 5 B (0.89583333 0.10416667) *
## 73) compactness_se< -4.671834 4 1 M (0.25000000 0.75000000) *
## 37) smoothness_worst>=-1.350437 2 0 M (0.00000000 1.00000000) *
## 19) texture_mean< 2.987952 15 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst< -1.749963 445 217 B (0.51235955 0.48764045)
## 10) symmetry_worst< -1.758895 412 185 B (0.55097087 0.44902913)
## 20) smoothness_mean>=-2.283768 89 21 B (0.76404494 0.23595506)
## 40) texture_mean< 2.911524 41 0 B (1.00000000 0.00000000) *
## 41) texture_mean>=2.911524 48 21 B (0.56250000 0.43750000)
## 82) texture_mean>=2.98971 38 11 B (0.71052632 0.28947368) *
## 83) texture_mean< 2.98971 10 0 M (0.00000000 1.00000000) *
## 21) smoothness_mean< -2.283768 323 159 M (0.49226006 0.50773994)
## 42) texture_mean>=2.900868 211 79 B (0.62559242 0.37440758)
## 84) smoothness_mean>=-2.350004 60 8 B (0.86666667 0.13333333) *
## 85) smoothness_mean< -2.350004 151 71 B (0.52980132 0.47019868) *
## 43) texture_mean< 2.900868 112 27 M (0.24107143 0.75892857)
## 86) compactness_se>=-3.429017 7 0 B (1.00000000 0.00000000) *
## 87) compactness_se< -3.429017 105 20 M (0.19047619 0.80952381) *
## 11) symmetry_worst>=-1.758895 33 1 M (0.03030303 0.96969697)
## 22) texture_mean< 2.788049 1 0 B (1.00000000 0.00000000) *
## 23) texture_mean>=2.788049 32 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.658507 340 136 M (0.40000000 0.60000000)
## 6) symmetry_worst>=-1.631266 300 133 M (0.44333333 0.55666667)
## 12) texture_mean>=3.212437 28 5 B (0.82142857 0.17857143)
## 24) texture_mean< 3.257149 25 2 B (0.92000000 0.08000000)
## 48) smoothness_mean< -2.312592 23 0 B (1.00000000 0.00000000) *
## 49) smoothness_mean>=-2.312592 2 0 M (0.00000000 1.00000000) *
## 25) texture_mean>=3.257149 3 0 M (0.00000000 1.00000000) *
## 13) texture_mean< 3.212437 272 110 M (0.40441176 0.59558824)
## 26) texture_worst< 4.614159 149 65 B (0.56375839 0.43624161)
## 52) smoothness_worst< -1.451541 90 27 B (0.70000000 0.30000000)
## 104) smoothness_mean>=-2.501755 80 17 B (0.78750000 0.21250000) *
## 105) smoothness_mean< -2.501755 10 0 M (0.00000000 1.00000000) *
## 53) smoothness_worst>=-1.451541 59 21 M (0.35593220 0.64406780)
## 106) smoothness_worst>=-1.434633 39 18 B (0.53846154 0.46153846) *
## 107) smoothness_worst< -1.434633 20 0 M (0.00000000 1.00000000) *
## 27) texture_worst>=4.614159 123 26 M (0.21138211 0.78861789)
## 54) smoothness_worst< -1.618016 7 1 B (0.85714286 0.14285714)
## 108) texture_mean>=3.046131 6 0 B (1.00000000 0.00000000) *
## 109) texture_mean< 3.046131 1 0 M (0.00000000 1.00000000) *
## 55) smoothness_worst>=-1.618016 116 20 M (0.17241379 0.82758621)
## 110) compactness_se< -4.694501 3 0 B (1.00000000 0.00000000) *
## 111) compactness_se>=-4.694501 113 17 M (0.15044248 0.84955752) *
## 7) symmetry_worst< -1.631266 40 3 M (0.07500000 0.92500000)
## 14) texture_mean< 2.561441 2 0 B (1.00000000 0.00000000) *
## 15) texture_mean>=2.561441 38 1 M (0.02631579 0.97368421)
## 30) smoothness_mean>=-2.309464 7 1 M (0.14285714 0.85714286)
## 60) texture_mean< 2.925843 1 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=2.925843 6 0 M (0.00000000 1.00000000) *
## 31) smoothness_mean< -2.309464 31 0 M (0.00000000 1.00000000) *
##
## $trees[[41]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 414 M (0.45394737 0.54605263)
## 2) smoothness_worst>=-1.568787 712 355 B (0.50140449 0.49859551)
## 4) smoothness_mean< -2.488015 17 0 B (1.00000000 0.00000000) *
## 5) smoothness_mean>=-2.488015 695 340 M (0.48920863 0.51079137)
## 10) smoothness_mean>=-2.44559 630 300 B (0.52380952 0.47619048)
## 20) smoothness_mean< -2.425205 29 1 B (0.96551724 0.03448276)
## 40) symmetry_worst>=-1.98453 28 0 B (1.00000000 0.00000000) *
## 41) symmetry_worst< -1.98453 1 0 M (0.00000000 1.00000000) *
## 21) smoothness_mean>=-2.425205 601 299 B (0.50249584 0.49750416)
## 42) symmetry_worst< -2.207988 32 3 B (0.90625000 0.09375000)
## 84) compactness_se< -3.371137 27 0 B (1.00000000 0.00000000) *
## 85) compactness_se>=-3.371137 5 2 M (0.40000000 0.60000000) *
## 43) symmetry_worst>=-2.207988 569 273 M (0.47978910 0.52021090)
## 86) texture_mean< 3.054236 452 217 B (0.51991150 0.48008850) *
## 87) texture_mean>=3.054236 117 38 M (0.32478632 0.67521368) *
## 11) smoothness_mean< -2.44559 65 10 M (0.15384615 0.84615385)
## 22) smoothness_worst< -1.558711 7 0 B (1.00000000 0.00000000) *
## 23) smoothness_worst>=-1.558711 58 3 M (0.05172414 0.94827586)
## 46) texture_mean< 2.868712 2 0 B (1.00000000 0.00000000) *
## 47) texture_mean>=2.868712 56 1 M (0.01785714 0.98214286)
## 94) smoothness_mean< -2.476583 20 1 M (0.05000000 0.95000000) *
## 95) smoothness_mean>=-2.476583 36 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst< -1.568787 200 57 M (0.28500000 0.71500000)
## 6) smoothness_worst< -1.584838 148 54 M (0.36486486 0.63513514)
## 12) smoothness_worst>=-1.593678 17 2 B (0.88235294 0.11764706)
## 24) texture_mean< 3.249715 15 0 B (1.00000000 0.00000000) *
## 25) texture_mean>=3.249715 2 0 M (0.00000000 1.00000000) *
## 13) smoothness_worst< -1.593678 131 39 M (0.29770992 0.70229008)
## 26) smoothness_worst< -1.622503 65 30 M (0.46153846 0.53846154)
## 52) texture_worst>=4.576562 21 1 B (0.95238095 0.04761905)
## 104) symmetry_worst< -1.18694 20 0 B (1.00000000 0.00000000) *
## 105) symmetry_worst>=-1.18694 1 0 M (0.00000000 1.00000000) *
## 53) texture_worst< 4.576562 44 10 M (0.22727273 0.77272727)
## 106) texture_mean< 2.935975 7 0 B (1.00000000 0.00000000) *
## 107) texture_mean>=2.935975 37 3 M (0.08108108 0.91891892) *
## 27) smoothness_worst>=-1.622503 66 9 M (0.13636364 0.86363636)
## 54) smoothness_mean< -2.555916 2 0 B (1.00000000 0.00000000) *
## 55) smoothness_mean>=-2.555916 64 7 M (0.10937500 0.89062500)
## 110) compactness_se< -4.899363 2 0 B (1.00000000 0.00000000) *
## 111) compactness_se>=-4.899363 62 5 M (0.08064516 0.91935484) *
## 7) smoothness_worst>=-1.584838 52 3 M (0.05769231 0.94230769)
## 14) texture_mean< 2.926894 4 1 B (0.75000000 0.25000000)
## 28) texture_mean>=2.736085 3 0 B (1.00000000 0.00000000) *
## 29) texture_mean< 2.736085 1 0 M (0.00000000 1.00000000) *
## 15) texture_mean>=2.926894 48 0 M (0.00000000 1.00000000) *
##
## $trees[[42]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 366 M (0.40131579 0.59868421)
## 2) texture_worst< 3.804403 16 0 B (1.00000000 0.00000000) *
## 3) texture_worst>=3.804403 896 350 M (0.39062500 0.60937500)
## 6) smoothness_worst< -1.482502 539 242 M (0.44897959 0.55102041)
## 12) smoothness_worst>=-1.484675 25 0 B (1.00000000 0.00000000) *
## 13) smoothness_worst< -1.484675 514 217 M (0.42217899 0.57782101)
## 26) texture_worst< 4.611968 250 116 B (0.53600000 0.46400000)
## 52) smoothness_mean< -2.172878 237 103 B (0.56540084 0.43459916)
## 104) smoothness_mean>=-2.231196 23 0 B (1.00000000 0.00000000) *
## 105) smoothness_mean< -2.231196 214 103 B (0.51869159 0.48130841) *
## 53) smoothness_mean>=-2.172878 13 0 M (0.00000000 1.00000000) *
## 27) texture_worst>=4.611968 264 83 M (0.31439394 0.68560606)
## 54) texture_mean>=3.074542 127 60 M (0.47244094 0.52755906)
## 108) compactness_se< -3.477558 90 35 B (0.61111111 0.38888889) *
## 109) compactness_se>=-3.477558 37 5 M (0.13513514 0.86486486) *
## 55) texture_mean< 3.074542 137 23 M (0.16788321 0.83211679)
## 110) compactness_se< -4.717333 6 0 B (1.00000000 0.00000000) *
## 111) compactness_se>=-4.717333 131 17 M (0.12977099 0.87022901) *
## 7) smoothness_worst>=-1.482502 357 108 M (0.30252101 0.69747899)
## 14) texture_worst>=4.635614 110 54 M (0.49090909 0.50909091)
## 28) smoothness_worst>=-1.465518 69 25 B (0.63768116 0.36231884)
## 56) symmetry_worst< -1.41032 60 16 B (0.73333333 0.26666667)
## 112) smoothness_mean< -2.28279 23 1 B (0.95652174 0.04347826) *
## 113) smoothness_mean>=-2.28279 37 15 B (0.59459459 0.40540541) *
## 57) symmetry_worst>=-1.41032 9 0 M (0.00000000 1.00000000) *
## 29) smoothness_worst< -1.465518 41 10 M (0.24390244 0.75609756)
## 58) texture_worst< 4.693641 8 0 B (1.00000000 0.00000000) *
## 59) texture_worst>=4.693641 33 2 M (0.06060606 0.93939394)
## 118) texture_mean< 2.978826 2 0 B (1.00000000 0.00000000) *
## 119) texture_mean>=2.978826 31 0 M (0.00000000 1.00000000) *
## 15) texture_worst< 4.635614 247 54 M (0.21862348 0.78137652)
## 30) compactness_se< -4.224437 8 0 B (1.00000000 0.00000000) *
## 31) compactness_se>=-4.224437 239 46 M (0.19246862 0.80753138)
## 62) texture_mean< 2.932513 166 46 M (0.27710843 0.72289157)
## 124) texture_mean>=2.870166 21 0 B (1.00000000 0.00000000) *
## 125) texture_mean< 2.870166 145 25 M (0.17241379 0.82758621) *
## 63) texture_mean>=2.932513 73 0 M (0.00000000 1.00000000) *
##
## $trees[[43]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 367 M (0.40241228 0.59758772)
## 2) texture_mean< 2.652171 17 1 B (0.94117647 0.05882353)
## 4) texture_mean>=2.487336 13 0 B (1.00000000 0.00000000) *
## 5) texture_mean< 2.487336 4 1 B (0.75000000 0.25000000)
## 10) texture_mean< 2.434062 3 0 B (1.00000000 0.00000000) *
## 11) texture_mean>=2.434062 1 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.652171 895 351 M (0.39217877 0.60782123)
## 6) compactness_se< -4.706178 8 0 B (1.00000000 0.00000000) *
## 7) compactness_se>=-4.706178 887 343 M (0.38669673 0.61330327)
## 14) compactness_se>=-4.676462 860 342 M (0.39767442 0.60232558)
## 28) compactness_se< -4.618319 9 0 B (1.00000000 0.00000000) *
## 29) compactness_se>=-4.618319 851 333 M (0.39130435 0.60869565)
## 58) symmetry_worst< -1.366937 801 325 M (0.40574282 0.59425718)
## 116) symmetry_worst>=-1.557842 115 46 B (0.60000000 0.40000000) *
## 117) symmetry_worst< -1.557842 686 256 M (0.37317784 0.62682216) *
## 59) symmetry_worst>=-1.366937 50 8 M (0.16000000 0.84000000)
## 118) compactness_se>=-2.588521 4 0 B (1.00000000 0.00000000) *
## 119) compactness_se< -2.588521 46 4 M (0.08695652 0.91304348) *
## 15) compactness_se< -4.676462 27 1 M (0.03703704 0.96296296)
## 30) smoothness_mean>=-2.441817 1 0 B (1.00000000 0.00000000) *
## 31) smoothness_mean< -2.441817 26 0 M (0.00000000 1.00000000) *
##
## $trees[[44]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 411 M (0.45065789 0.54934211)
## 2) compactness_se>=-3.93685 576 287 M (0.49826389 0.50173611)
## 4) compactness_se< -3.885144 29 3 B (0.89655172 0.10344828)
## 8) texture_mean< 3.273871 26 0 B (1.00000000 0.00000000) *
## 9) texture_mean>=3.273871 3 0 M (0.00000000 1.00000000) *
## 5) compactness_se>=-3.885144 547 261 M (0.47714808 0.52285192)
## 10) symmetry_worst< -1.541072 451 217 B (0.51884701 0.48115299)
## 20) compactness_se>=-3.867535 426 194 B (0.54460094 0.45539906)
## 40) compactness_se< -3.721197 64 10 B (0.84375000 0.15625000)
## 80) smoothness_worst< -1.461024 49 0 B (1.00000000 0.00000000) *
## 81) smoothness_worst>=-1.461024 15 5 M (0.33333333 0.66666667) *
## 41) compactness_se>=-3.721197 362 178 M (0.49171271 0.50828729)
## 82) compactness_se>=-3.696318 335 157 B (0.53134328 0.46865672) *
## 83) compactness_se< -3.696318 27 0 M (0.00000000 1.00000000) *
## 21) compactness_se< -3.867535 25 2 M (0.08000000 0.92000000)
## 42) texture_mean< 2.689116 2 0 B (1.00000000 0.00000000) *
## 43) texture_mean>=2.689116 23 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-1.541072 96 27 M (0.28125000 0.71875000)
## 22) smoothness_mean< -2.294142 29 11 B (0.62068966 0.37931034)
## 44) texture_worst< 4.89177 22 4 B (0.81818182 0.18181818)
## 88) smoothness_worst>=-1.553939 19 1 B (0.94736842 0.05263158) *
## 89) smoothness_worst< -1.553939 3 0 M (0.00000000 1.00000000) *
## 45) texture_worst>=4.89177 7 0 M (0.00000000 1.00000000) *
## 23) smoothness_mean>=-2.294142 67 9 M (0.13432836 0.86567164)
## 46) smoothness_mean< -2.226551 31 9 M (0.29032258 0.70967742)
## 92) smoothness_mean>=-2.230731 7 0 B (1.00000000 0.00000000) *
## 93) smoothness_mean< -2.230731 24 2 M (0.08333333 0.91666667) *
## 47) smoothness_mean>=-2.226551 36 0 M (0.00000000 1.00000000) *
## 3) compactness_se< -3.93685 336 124 M (0.36904762 0.63095238)
## 6) texture_mean< 2.803913 21 0 B (1.00000000 0.00000000) *
## 7) texture_mean>=2.803913 315 103 M (0.32698413 0.67301587)
## 14) smoothness_mean>=-2.291157 60 26 B (0.56666667 0.43333333)
## 28) smoothness_worst< -1.469397 21 0 B (1.00000000 0.00000000) *
## 29) smoothness_worst>=-1.469397 39 13 M (0.33333333 0.66666667)
## 58) compactness_se< -4.048185 23 10 B (0.56521739 0.43478261)
## 116) symmetry_worst>=-1.743442 12 0 B (1.00000000 0.00000000) *
## 117) symmetry_worst< -1.743442 11 1 M (0.09090909 0.90909091) *
## 59) compactness_se>=-4.048185 16 0 M (0.00000000 1.00000000) *
## 15) smoothness_mean< -2.291157 255 69 M (0.27058824 0.72941176)
## 30) texture_mean>=3.221069 19 5 B (0.73684211 0.26315789)
## 60) compactness_se< -4.317414 14 0 B (1.00000000 0.00000000) *
## 61) compactness_se>=-4.317414 5 0 M (0.00000000 1.00000000) *
## 31) texture_mean< 3.221069 236 55 M (0.23305085 0.76694915)
## 62) smoothness_worst< -1.555669 86 33 M (0.38372093 0.61627907)
## 124) smoothness_worst>=-1.570555 9 0 B (1.00000000 0.00000000) *
## 125) smoothness_worst< -1.570555 77 24 M (0.31168831 0.68831169) *
## 63) smoothness_worst>=-1.555669 150 22 M (0.14666667 0.85333333)
## 126) symmetry_worst< -2.212871 2 0 B (1.00000000 0.00000000) *
## 127) symmetry_worst>=-2.212871 148 20 M (0.13513514 0.86486486) *
##
## $trees[[45]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 377 M (0.41337719 0.58662281)
## 2) compactness_se< -3.721197 430 203 M (0.47209302 0.52790698)
## 4) compactness_se>=-3.742175 19 0 B (1.00000000 0.00000000) *
## 5) compactness_se< -3.742175 411 184 M (0.44768856 0.55231144)
## 10) texture_mean< 2.892591 124 49 B (0.60483871 0.39516129)
## 20) smoothness_worst< -1.451541 106 34 B (0.67924528 0.32075472)
## 40) compactness_se>=-4.159844 48 6 B (0.87500000 0.12500000)
## 80) smoothness_mean< -2.296106 33 0 B (1.00000000 0.00000000) *
## 81) smoothness_mean>=-2.296106 15 6 B (0.60000000 0.40000000) *
## 41) compactness_se< -4.159844 58 28 B (0.51724138 0.48275862)
## 82) texture_worst>=4.626933 14 0 B (1.00000000 0.00000000) *
## 83) texture_worst< 4.626933 44 16 M (0.36363636 0.63636364) *
## 21) smoothness_worst>=-1.451541 18 3 M (0.16666667 0.83333333)
## 42) smoothness_worst>=-1.414845 3 0 B (1.00000000 0.00000000) *
## 43) smoothness_worst< -1.414845 15 0 M (0.00000000 1.00000000) *
## 11) texture_mean>=2.892591 287 109 M (0.37979094 0.62020906)
## 22) texture_worst>=4.487228 248 104 M (0.41935484 0.58064516)
## 44) symmetry_worst< -2.052205 32 8 B (0.75000000 0.25000000)
## 88) smoothness_mean< -2.392268 16 0 B (1.00000000 0.00000000) *
## 89) smoothness_mean>=-2.392268 16 8 B (0.50000000 0.50000000) *
## 45) symmetry_worst>=-2.052205 216 80 M (0.37037037 0.62962963)
## 90) texture_worst< 4.505285 9 0 B (1.00000000 0.00000000) *
## 91) texture_worst>=4.505285 207 71 M (0.34299517 0.65700483) *
## 23) texture_worst< 4.487228 39 5 M (0.12820513 0.87179487)
## 46) compactness_se>=-3.811732 3 0 B (1.00000000 0.00000000) *
## 47) compactness_se< -3.811732 36 2 M (0.05555556 0.94444444)
## 94) smoothness_mean>=-2.249224 1 0 B (1.00000000 0.00000000) *
## 95) smoothness_mean< -2.249224 35 1 M (0.02857143 0.97142857) *
## 3) compactness_se>=-3.721197 482 174 M (0.36099585 0.63900415)
## 6) symmetry_worst< -1.840831 169 82 M (0.48520710 0.51479290)
## 12) symmetry_worst>=-1.982941 66 18 B (0.72727273 0.27272727)
## 24) texture_mean< 3.078534 48 0 B (1.00000000 0.00000000) *
## 25) texture_mean>=3.078534 18 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst< -1.982941 103 34 M (0.33009709 0.66990291)
## 26) compactness_se< -3.611952 15 0 B (1.00000000 0.00000000) *
## 27) compactness_se>=-3.611952 88 19 M (0.21590909 0.78409091)
## 54) texture_worst>=5.255485 5 0 B (1.00000000 0.00000000) *
## 55) texture_worst< 5.255485 83 14 M (0.16867470 0.83132530)
## 110) texture_mean< 2.754513 4 0 B (1.00000000 0.00000000) *
## 111) texture_mean>=2.754513 79 10 M (0.12658228 0.87341772) *
## 7) symmetry_worst>=-1.840831 313 92 M (0.29392971 0.70607029)
## 14) compactness_se>=-3.494301 197 77 M (0.39086294 0.60913706)
## 28) smoothness_worst>=-1.351748 20 2 B (0.90000000 0.10000000)
## 56) symmetry_worst< -1.527511 18 0 B (1.00000000 0.00000000) *
## 57) symmetry_worst>=-1.527511 2 0 M (0.00000000 1.00000000) *
## 29) smoothness_worst< -1.351748 177 59 M (0.33333333 0.66666667)
## 58) compactness_se< -3.483184 9 0 B (1.00000000 0.00000000) *
## 59) compactness_se>=-3.483184 168 50 M (0.29761905 0.70238095)
## 118) smoothness_mean< -2.412109 25 8 B (0.68000000 0.32000000) *
## 119) smoothness_mean>=-2.412109 143 33 M (0.23076923 0.76923077) *
## 15) compactness_se< -3.494301 116 15 M (0.12931034 0.87068966)
## 30) smoothness_worst< -1.587787 22 9 M (0.40909091 0.59090909)
## 60) texture_mean>=2.945474 9 0 B (1.00000000 0.00000000) *
## 61) texture_mean< 2.945474 13 0 M (0.00000000 1.00000000) *
## 31) smoothness_worst>=-1.587787 94 6 M (0.06382979 0.93617021)
## 62) compactness_se< -3.681134 15 6 M (0.40000000 0.60000000)
## 124) compactness_se>=-3.696318 7 1 B (0.85714286 0.14285714) *
## 125) compactness_se< -3.696318 8 0 M (0.00000000 1.00000000) *
## 63) compactness_se>=-3.681134 79 0 M (0.00000000 1.00000000) *
##
## $trees[[46]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 438 M (0.48026316 0.51973684)
## 2) compactness_se< -3.721197 426 178 B (0.58215962 0.41784038)
## 4) symmetry_worst>=-1.926862 326 113 B (0.65337423 0.34662577)
## 8) compactness_se>=-3.905795 82 12 B (0.85365854 0.14634146)
## 16) smoothness_worst< -1.450791 59 1 B (0.98305085 0.01694915)
## 32) symmetry_worst< -1.482402 54 0 B (1.00000000 0.00000000) *
## 33) symmetry_worst>=-1.482402 5 1 B (0.80000000 0.20000000)
## 66) texture_mean< 2.948515 4 0 B (1.00000000 0.00000000) *
## 67) texture_mean>=2.948515 1 0 M (0.00000000 1.00000000) *
## 17) smoothness_worst>=-1.450791 23 11 B (0.52173913 0.47826087)
## 34) symmetry_worst< -1.671391 15 3 B (0.80000000 0.20000000)
## 68) texture_mean< 2.971675 12 0 B (1.00000000 0.00000000) *
## 69) texture_mean>=2.971675 3 0 M (0.00000000 1.00000000) *
## 35) symmetry_worst>=-1.671391 8 0 M (0.00000000 1.00000000) *
## 9) compactness_se< -3.905795 244 101 B (0.58606557 0.41393443)
## 18) compactness_se< -4.025757 208 73 B (0.64903846 0.35096154)
## 36) smoothness_worst>=-1.454603 43 1 B (0.97674419 0.02325581)
## 72) smoothness_mean< -2.222419 39 0 B (1.00000000 0.00000000) *
## 73) smoothness_mean>=-2.222419 4 1 B (0.75000000 0.25000000) *
## 37) smoothness_worst< -1.454603 165 72 B (0.56363636 0.43636364)
## 74) texture_worst< 5.110945 143 55 B (0.61538462 0.38461538) *
## 75) texture_worst>=5.110945 22 5 M (0.22727273 0.77272727) *
## 19) compactness_se>=-4.025757 36 8 M (0.22222222 0.77777778)
## 38) smoothness_worst< -1.534853 5 0 B (1.00000000 0.00000000) *
## 39) smoothness_worst>=-1.534853 31 3 M (0.09677419 0.90322581)
## 78) texture_worst< 4.429976 5 2 B (0.60000000 0.40000000) *
## 79) texture_worst>=4.429976 26 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst< -1.926862 100 35 M (0.35000000 0.65000000)
## 10) compactness_se< -3.8849 81 35 M (0.43209877 0.56790123)
## 20) texture_mean< 2.846651 12 0 B (1.00000000 0.00000000) *
## 21) texture_mean>=2.846651 69 23 M (0.33333333 0.66666667)
## 42) compactness_se>=-4.49319 40 19 B (0.52500000 0.47500000)
## 84) compactness_se< -4.140142 15 0 B (1.00000000 0.00000000) *
## 85) compactness_se>=-4.140142 25 6 M (0.24000000 0.76000000) *
## 43) compactness_se< -4.49319 29 2 M (0.06896552 0.93103448)
## 86) smoothness_mean< -2.522867 1 0 B (1.00000000 0.00000000) *
## 87) smoothness_mean>=-2.522867 28 1 M (0.03571429 0.96428571) *
## 11) compactness_se>=-3.8849 19 0 M (0.00000000 1.00000000) *
## 3) compactness_se>=-3.721197 486 190 M (0.39094650 0.60905350)
## 6) smoothness_worst>=-1.468425 131 54 B (0.58778626 0.41221374)
## 12) smoothness_mean< -2.066369 119 42 B (0.64705882 0.35294118)
## 24) compactness_se>=-3.530168 98 27 B (0.72448980 0.27551020)
## 48) symmetry_worst< -1.834988 22 0 B (1.00000000 0.00000000) *
## 49) symmetry_worst>=-1.834988 76 27 B (0.64473684 0.35526316)
## 98) symmetry_worst>=-1.66988 53 10 B (0.81132075 0.18867925) *
## 99) symmetry_worst< -1.66988 23 6 M (0.26086957 0.73913043) *
## 25) compactness_se< -3.530168 21 6 M (0.28571429 0.71428571)
## 50) symmetry_worst< -2.033319 5 0 B (1.00000000 0.00000000) *
## 51) symmetry_worst>=-2.033319 16 1 M (0.06250000 0.93750000)
## 102) smoothness_mean< -2.22517 4 1 M (0.25000000 0.75000000) *
## 103) smoothness_mean>=-2.22517 12 0 M (0.00000000 1.00000000) *
## 13) smoothness_mean>=-2.066369 12 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst< -1.468425 355 113 M (0.31830986 0.68169014)
## 14) smoothness_worst< -1.473672 327 113 M (0.34556575 0.65443425)
## 28) smoothness_worst>=-1.476409 19 0 B (1.00000000 0.00000000) *
## 29) smoothness_worst< -1.476409 308 94 M (0.30519481 0.69480519)
## 58) compactness_se>=-3.657776 271 93 M (0.34317343 0.65682657)
## 116) smoothness_mean< -2.293133 198 82 M (0.41414141 0.58585859) *
## 117) smoothness_mean>=-2.293133 73 11 M (0.15068493 0.84931507) *
## 59) compactness_se< -3.657776 37 1 M (0.02702703 0.97297297)
## 118) smoothness_mean< -2.428332 1 0 B (1.00000000 0.00000000) *
## 119) smoothness_mean>=-2.428332 36 0 M (0.00000000 1.00000000) *
## 15) smoothness_worst>=-1.473672 28 0 M (0.00000000 1.00000000) *
##
## $trees[[47]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 446 M (0.48903509 0.51096491)
## 2) texture_worst>=4.981809 129 43 B (0.66666667 0.33333333)
## 4) compactness_se>=-3.857921 82 18 B (0.78048780 0.21951220)
## 8) smoothness_mean>=-2.450359 67 7 B (0.89552239 0.10447761)
## 16) texture_mean>=3.087624 65 5 B (0.92307692 0.07692308)
## 32) smoothness_worst>=-1.567424 63 3 B (0.95238095 0.04761905)
## 64) texture_mean< 3.523981 62 2 B (0.96774194 0.03225806) *
## 65) texture_mean>=3.523981 1 0 M (0.00000000 1.00000000) *
## 33) smoothness_worst< -1.567424 2 0 M (0.00000000 1.00000000) *
## 17) texture_mean< 3.087624 2 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.450359 15 4 M (0.26666667 0.73333333)
## 18) compactness_se< -3.643388 4 0 B (1.00000000 0.00000000) *
## 19) compactness_se>=-3.643388 11 0 M (0.00000000 1.00000000) *
## 5) compactness_se< -3.857921 47 22 M (0.46808511 0.53191489)
## 10) compactness_se< -4.054302 32 10 B (0.68750000 0.31250000)
## 20) texture_worst< 5.082986 11 0 B (1.00000000 0.00000000) *
## 21) texture_worst>=5.082986 21 10 B (0.52380952 0.47619048)
## 42) texture_mean>=3.222856 13 3 B (0.76923077 0.23076923)
## 84) compactness_se< -4.317414 8 0 B (1.00000000 0.00000000) *
## 85) compactness_se>=-4.317414 5 2 M (0.40000000 0.60000000) *
## 43) texture_mean< 3.222856 8 1 M (0.12500000 0.87500000)
## 86) texture_mean< 2.989187 1 0 B (1.00000000 0.00000000) *
## 87) texture_mean>=2.989187 7 0 M (0.00000000 1.00000000) *
## 11) compactness_se>=-4.054302 15 0 M (0.00000000 1.00000000) *
## 3) texture_worst< 4.981809 783 360 M (0.45977011 0.54022989)
## 6) texture_mean< 3.064089 661 326 M (0.49319213 0.50680787)
## 12) texture_worst< 4.893699 638 313 B (0.50940439 0.49059561)
## 24) texture_worst>=4.528527 262 95 B (0.63740458 0.36259542)
## 48) symmetry_worst< -1.816281 87 15 B (0.82758621 0.17241379)
## 96) compactness_se>=-4.098964 50 1 B (0.98000000 0.02000000) *
## 97) compactness_se< -4.098964 37 14 B (0.62162162 0.37837838) *
## 49) symmetry_worst>=-1.816281 175 80 B (0.54285714 0.45714286)
## 98) symmetry_worst>=-1.749637 139 46 B (0.66906475 0.33093525) *
## 99) symmetry_worst< -1.749637 36 2 M (0.05555556 0.94444444) *
## 25) texture_worst< 4.528527 376 158 M (0.42021277 0.57978723)
## 50) texture_worst< 4.517889 341 158 M (0.46334311 0.53665689)
## 100) texture_worst>=4.465917 32 3 B (0.90625000 0.09375000) *
## 101) texture_worst< 4.465917 309 129 M (0.41747573 0.58252427) *
## 51) texture_worst>=4.517889 35 0 M (0.00000000 1.00000000) *
## 13) texture_worst>=4.893699 23 1 M (0.04347826 0.95652174)
## 26) smoothness_worst>=-1.43503 2 1 B (0.50000000 0.50000000)
## 52) texture_mean>=3.010774 1 0 B (1.00000000 0.00000000) *
## 53) texture_mean< 3.010774 1 0 M (0.00000000 1.00000000) *
## 27) smoothness_worst< -1.43503 21 0 M (0.00000000 1.00000000) *
## 7) texture_mean>=3.064089 122 34 M (0.27868852 0.72131148)
## 14) compactness_se< -3.477558 64 29 M (0.45312500 0.54687500)
## 28) compactness_se>=-4.245776 42 16 B (0.61904762 0.38095238)
## 56) smoothness_worst< -1.542689 13 0 B (1.00000000 0.00000000) *
## 57) smoothness_worst>=-1.542689 29 13 M (0.44827586 0.55172414)
## 114) smoothness_mean>=-2.310108 16 5 B (0.68750000 0.31250000) *
## 115) smoothness_mean< -2.310108 13 2 M (0.15384615 0.84615385) *
## 29) compactness_se< -4.245776 22 3 M (0.13636364 0.86363636)
## 58) smoothness_mean< -2.552595 3 0 B (1.00000000 0.00000000) *
## 59) smoothness_mean>=-2.552595 19 0 M (0.00000000 1.00000000) *
## 15) compactness_se>=-3.477558 58 5 M (0.08620690 0.91379310)
## 30) symmetry_worst< -2.154356 16 5 M (0.31250000 0.68750000)
## 60) texture_mean>=3.083592 6 1 B (0.83333333 0.16666667)
## 120) texture_mean< 3.182137 5 0 B (1.00000000 0.00000000) *
## 121) texture_mean>=3.182137 1 0 M (0.00000000 1.00000000) *
## 61) texture_mean< 3.083592 10 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst>=-2.154356 42 0 M (0.00000000 1.00000000) *
##
## $trees[[48]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 437 B (0.52083333 0.47916667)
## 2) smoothness_worst>=-1.536824 557 235 B (0.57809695 0.42190305)
## 4) symmetry_worst< -1.696738 259 82 B (0.68339768 0.31660232)
## 8) symmetry_worst>=-1.733919 36 0 B (1.00000000 0.00000000) *
## 9) symmetry_worst< -1.733919 223 82 B (0.63228700 0.36771300)
## 18) texture_worst< 4.176708 23 0 B (1.00000000 0.00000000) *
## 19) texture_worst>=4.176708 200 82 B (0.59000000 0.41000000)
## 38) symmetry_worst< -1.758563 183 67 B (0.63387978 0.36612022)
## 76) smoothness_worst>=-1.474843 89 20 B (0.77528090 0.22471910) *
## 77) smoothness_worst< -1.474843 94 47 B (0.50000000 0.50000000) *
## 39) symmetry_worst>=-1.758563 17 2 M (0.11764706 0.88235294)
## 78) texture_mean< 2.948421 2 0 B (1.00000000 0.00000000) *
## 79) texture_mean>=2.948421 15 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.696738 298 145 M (0.48657718 0.51342282)
## 10) smoothness_worst< -1.496036 69 14 B (0.79710145 0.20289855)
## 20) texture_mean< 3.01402 40 1 B (0.97500000 0.02500000)
## 40) smoothness_mean< -2.171581 39 0 B (1.00000000 0.00000000) *
## 41) smoothness_mean>=-2.171581 1 0 M (0.00000000 1.00000000) *
## 21) texture_mean>=3.01402 29 13 B (0.55172414 0.44827586)
## 42) texture_worst>=4.769093 18 2 B (0.88888889 0.11111111)
## 84) smoothness_mean>=-2.448004 16 0 B (1.00000000 0.00000000) *
## 85) smoothness_mean< -2.448004 2 0 M (0.00000000 1.00000000) *
## 43) texture_worst< 4.769093 11 0 M (0.00000000 1.00000000) *
## 11) smoothness_worst>=-1.496036 229 90 M (0.39301310 0.60698690)
## 22) symmetry_worst>=-1.66988 209 90 M (0.43062201 0.56937799)
## 44) smoothness_mean< -2.362601 22 3 B (0.86363636 0.13636364)
## 88) texture_worst>=4.136225 18 0 B (1.00000000 0.00000000) *
## 89) texture_worst< 4.136225 4 1 M (0.25000000 0.75000000) *
## 45) smoothness_mean>=-2.362601 187 71 M (0.37967914 0.62032086)
## 90) texture_worst< 4.683387 127 63 B (0.50393701 0.49606299) *
## 91) texture_worst>=4.683387 60 7 M (0.11666667 0.88333333) *
## 23) symmetry_worst< -1.66988 20 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst< -1.536824 355 153 M (0.43098592 0.56901408)
## 6) smoothness_worst< -1.556752 249 114 B (0.54216867 0.45783133)
## 12) smoothness_worst>=-1.59459 86 23 B (0.73255814 0.26744186)
## 24) compactness_se< -4.137961 34 2 B (0.94117647 0.05882353)
## 48) smoothness_mean>=-2.483572 29 0 B (1.00000000 0.00000000) *
## 49) smoothness_mean< -2.483572 5 2 B (0.60000000 0.40000000)
## 98) texture_mean< 3.024746 3 0 B (1.00000000 0.00000000) *
## 99) texture_mean>=3.024746 2 0 M (0.00000000 1.00000000) *
## 25) compactness_se>=-4.137961 52 21 B (0.59615385 0.40384615)
## 50) compactness_se>=-3.677425 29 5 B (0.82758621 0.17241379)
## 100) smoothness_mean< -2.385259 15 0 B (1.00000000 0.00000000) *
## 101) smoothness_mean>=-2.385259 14 5 B (0.64285714 0.35714286) *
## 51) compactness_se< -3.677425 23 7 M (0.30434783 0.69565217)
## 102) texture_worst< 4.500609 4 0 B (1.00000000 0.00000000) *
## 103) texture_worst>=4.500609 19 3 M (0.15789474 0.84210526) *
## 13) smoothness_worst< -1.59459 163 72 M (0.44171779 0.55828221)
## 26) symmetry_worst< -1.787851 112 52 B (0.53571429 0.46428571)
## 52) smoothness_worst< -1.603315 81 26 B (0.67901235 0.32098765)
## 104) smoothness_worst>=-1.694089 57 8 B (0.85964912 0.14035088) *
## 105) smoothness_worst< -1.694089 24 6 M (0.25000000 0.75000000) *
## 53) smoothness_worst>=-1.603315 31 5 M (0.16129032 0.83870968)
## 106) compactness_se< -3.737687 10 5 B (0.50000000 0.50000000) *
## 107) compactness_se>=-3.737687 21 0 M (0.00000000 1.00000000) *
## 27) symmetry_worst>=-1.787851 51 12 M (0.23529412 0.76470588)
## 54) texture_mean< 2.840588 4 0 B (1.00000000 0.00000000) *
## 55) texture_mean>=2.840588 47 8 M (0.17021277 0.82978723)
## 110) texture_worst>=4.892067 4 0 B (1.00000000 0.00000000) *
## 111) texture_worst< 4.892067 43 4 M (0.09302326 0.90697674) *
## 7) smoothness_worst>=-1.556752 106 18 M (0.16981132 0.83018868)
## 14) texture_mean>=3.228181 10 0 B (1.00000000 0.00000000) *
## 15) texture_mean< 3.228181 96 8 M (0.08333333 0.91666667)
## 30) compactness_se< -4.716263 3 0 B (1.00000000 0.00000000) *
## 31) compactness_se>=-4.716263 93 5 M (0.05376344 0.94623656)
## 62) smoothness_mean>=-2.255227 1 0 B (1.00000000 0.00000000) *
## 63) smoothness_mean< -2.255227 92 4 M (0.04347826 0.95652174)
## 126) compactness_se>=-3.962253 29 4 M (0.13793103 0.86206897) *
## 127) compactness_se< -3.962253 63 0 M (0.00000000 1.00000000) *
##
## $trees[[49]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 440 M (0.48245614 0.51754386)
## 2) symmetry_worst< -2.202388 67 20 B (0.70149254 0.29850746)
## 4) compactness_se>=-4.564659 60 13 B (0.78333333 0.21666667)
## 8) smoothness_mean< -2.256658 54 8 B (0.85185185 0.14814815)
## 16) smoothness_mean>=-2.469349 45 2 B (0.95555556 0.04444444)
## 32) symmetry_worst>=-2.957999 43 0 B (1.00000000 0.00000000) *
## 33) symmetry_worst< -2.957999 2 0 M (0.00000000 1.00000000) *
## 17) smoothness_mean< -2.469349 9 3 M (0.33333333 0.66666667)
## 34) smoothness_mean< -2.532503 3 0 B (1.00000000 0.00000000) *
## 35) smoothness_mean>=-2.532503 6 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean>=-2.256658 6 1 M (0.16666667 0.83333333)
## 18) texture_mean< 2.843278 1 0 B (1.00000000 0.00000000) *
## 19) texture_mean>=2.843278 5 0 M (0.00000000 1.00000000) *
## 5) compactness_se< -4.564659 7 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-2.202388 845 393 M (0.46508876 0.53491124)
## 6) texture_worst< 4.858219 675 335 M (0.49629630 0.50370370)
## 12) texture_worst>=4.786713 47 9 B (0.80851064 0.19148936)
## 24) compactness_se< -2.785754 43 5 B (0.88372093 0.11627907)
## 48) smoothness_mean< -2.221555 41 3 B (0.92682927 0.07317073)
## 96) texture_mean< 3.065024 28 0 B (1.00000000 0.00000000) *
## 97) texture_mean>=3.065024 13 3 B (0.76923077 0.23076923) *
## 49) smoothness_mean>=-2.221555 2 0 M (0.00000000 1.00000000) *
## 25) compactness_se>=-2.785754 4 0 M (0.00000000 1.00000000) *
## 13) texture_worst< 4.786713 628 297 M (0.47292994 0.52707006)
## 26) symmetry_worst< -1.835199 197 77 B (0.60913706 0.39086294)
## 52) symmetry_worst>=-2.103063 156 48 B (0.69230769 0.30769231)
## 104) smoothness_mean< -2.411294 59 5 B (0.91525424 0.08474576) *
## 105) smoothness_mean>=-2.411294 97 43 B (0.55670103 0.44329897) *
## 53) symmetry_worst< -2.103063 41 12 M (0.29268293 0.70731707)
## 106) texture_mean< 2.916738 6 0 B (1.00000000 0.00000000) *
## 107) texture_mean>=2.916738 35 6 M (0.17142857 0.82857143) *
## 27) symmetry_worst>=-1.835199 431 177 M (0.41067285 0.58932715)
## 54) compactness_se>=-2.749072 18 1 B (0.94444444 0.05555556)
## 108) smoothness_mean< -2.126739 17 0 B (1.00000000 0.00000000) *
## 109) smoothness_mean>=-2.126739 1 0 M (0.00000000 1.00000000) *
## 55) compactness_se< -2.749072 413 160 M (0.38740920 0.61259080)
## 110) smoothness_worst< -1.473282 287 134 M (0.46689895 0.53310105) *
## 111) smoothness_worst>=-1.473282 126 26 M (0.20634921 0.79365079) *
## 7) texture_worst>=4.858219 170 58 M (0.34117647 0.65882353)
## 14) texture_worst>=4.982438 84 39 B (0.53571429 0.46428571)
## 28) texture_worst< 5.06141 26 6 B (0.76923077 0.23076923)
## 56) symmetry_worst>=-2.026445 22 2 B (0.90909091 0.09090909)
## 112) symmetry_worst< -1.541072 20 0 B (1.00000000 0.00000000) *
## 113) symmetry_worst>=-1.541072 2 0 M (0.00000000 1.00000000) *
## 57) symmetry_worst< -2.026445 4 0 M (0.00000000 1.00000000) *
## 29) texture_worst>=5.06141 58 25 M (0.43103448 0.56896552)
## 58) texture_mean>=3.33381 23 6 B (0.73913043 0.26086957)
## 116) texture_mean< 3.388429 19 2 B (0.89473684 0.10526316) *
## 117) texture_mean>=3.388429 4 0 M (0.00000000 1.00000000) *
## 59) texture_mean< 3.33381 35 8 M (0.22857143 0.77142857)
## 118) compactness_se< -4.509895 10 2 B (0.80000000 0.20000000) *
## 119) compactness_se>=-4.509895 25 0 M (0.00000000 1.00000000) *
## 15) texture_worst< 4.982438 86 13 M (0.15116279 0.84883721)
## 30) smoothness_mean>=-2.275459 33 10 M (0.30303030 0.69696970)
## 60) smoothness_mean< -2.247694 14 4 B (0.71428571 0.28571429)
## 120) texture_mean< 3.216671 10 0 B (1.00000000 0.00000000) *
## 121) texture_mean>=3.216671 4 0 M (0.00000000 1.00000000) *
## 61) smoothness_mean>=-2.247694 19 0 M (0.00000000 1.00000000) *
## 31) smoothness_mean< -2.275459 53 3 M (0.05660377 0.94339623)
## 62) texture_mean>=3.224565 1 0 B (1.00000000 0.00000000) *
## 63) texture_mean< 3.224565 52 2 M (0.03846154 0.96153846)
## 126) smoothness_worst< -1.623453 4 2 B (0.50000000 0.50000000) *
## 127) smoothness_worst>=-1.623453 48 0 M (0.00000000 1.00000000) *
##
## $trees[[50]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 452 B (0.50438596 0.49561404)
## 2) texture_mean< 2.960364 477 198 B (0.58490566 0.41509434)
## 4) texture_worst< 4.737861 461 183 B (0.60303688 0.39696312)
## 8) texture_mean>=2.940483 39 1 B (0.97435897 0.02564103)
## 16) smoothness_mean< -2.200472 38 0 B (1.00000000 0.00000000) *
## 17) smoothness_mean>=-2.200472 1 0 M (0.00000000 1.00000000) *
## 9) texture_mean< 2.940483 422 182 B (0.56872038 0.43127962)
## 18) compactness_se>=-3.355415 95 23 B (0.75789474 0.24210526)
## 36) symmetry_worst< -1.330042 68 7 B (0.89705882 0.10294118)
## 72) smoothness_mean< -2.044552 56 0 B (1.00000000 0.00000000) *
## 73) smoothness_mean>=-2.044552 12 5 M (0.41666667 0.58333333) *
## 37) symmetry_worst>=-1.330042 27 11 M (0.40740741 0.59259259)
## 74) compactness_se>=-2.646661 11 0 B (1.00000000 0.00000000) *
## 75) compactness_se< -2.646661 16 0 M (0.00000000 1.00000000) *
## 19) compactness_se< -3.355415 327 159 B (0.51376147 0.48623853)
## 38) compactness_se< -3.647113 246 98 B (0.60162602 0.39837398)
## 76) smoothness_mean>=-2.284793 42 1 B (0.97619048 0.02380952) *
## 77) smoothness_mean< -2.284793 204 97 B (0.52450980 0.47549020) *
## 39) compactness_se>=-3.647113 81 20 M (0.24691358 0.75308642)
## 78) symmetry_worst< -1.841614 31 15 M (0.48387097 0.51612903) *
## 79) symmetry_worst>=-1.841614 50 5 M (0.10000000 0.90000000) *
## 5) texture_worst>=4.737861 16 1 M (0.06250000 0.93750000)
## 10) texture_mean< 2.883257 1 0 B (1.00000000 0.00000000) *
## 11) texture_mean>=2.883257 15 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.960364 435 181 M (0.41609195 0.58390805)
## 6) texture_worst< 4.357182 12 0 B (1.00000000 0.00000000) *
## 7) texture_worst>=4.357182 423 169 M (0.39952719 0.60047281)
## 14) texture_mean>=2.987952 348 156 M (0.44827586 0.55172414)
## 28) texture_mean< 3.007166 39 6 B (0.84615385 0.15384615)
## 56) compactness_se>=-4.641569 37 4 B (0.89189189 0.10810811)
## 112) smoothness_mean< -2.072005 36 3 B (0.91666667 0.08333333) *
## 113) smoothness_mean>=-2.072005 1 0 M (0.00000000 1.00000000) *
## 57) compactness_se< -4.641569 2 0 M (0.00000000 1.00000000) *
## 29) texture_mean>=3.007166 309 123 M (0.39805825 0.60194175)
## 58) smoothness_worst< -1.618721 39 10 B (0.74358974 0.25641026)
## 116) texture_worst>=4.552962 29 1 B (0.96551724 0.03448276) *
## 117) texture_worst< 4.552962 10 1 M (0.10000000 0.90000000) *
## 59) smoothness_worst>=-1.618721 270 94 M (0.34814815 0.65185185)
## 118) smoothness_mean>=-2.094359 12 0 B (1.00000000 0.00000000) *
## 119) smoothness_mean< -2.094359 258 82 M (0.31782946 0.68217054) *
## 15) texture_mean< 2.987952 75 13 M (0.17333333 0.82666667)
## 30) symmetry_worst< -1.866596 19 7 B (0.63157895 0.36842105)
## 60) texture_mean< 2.975782 10 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=2.975782 9 2 M (0.22222222 0.77777778)
## 122) smoothness_mean< -2.467883 2 0 B (1.00000000 0.00000000) *
## 123) smoothness_mean>=-2.467883 7 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst>=-1.866596 56 1 M (0.01785714 0.98214286)
## 62) symmetry_worst>=-1.54659 12 1 M (0.08333333 0.91666667)
## 124) texture_mean>=2.971695 1 0 B (1.00000000 0.00000000) *
## 125) texture_mean< 2.971695 11 0 M (0.00000000 1.00000000) *
## 63) symmetry_worst< -1.54659 44 0 M (0.00000000 1.00000000) *
##
## $trees[[51]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 453 M (0.49671053 0.50328947)
## 2) texture_mean< 2.74084 47 8 B (0.82978723 0.17021277)
## 4) symmetry_worst< -1.075653 45 6 B (0.86666667 0.13333333)
## 8) smoothness_worst>=-1.54469 28 1 B (0.96428571 0.03571429)
## 16) texture_mean>=2.515298 26 0 B (1.00000000 0.00000000) *
## 17) texture_mean< 2.515298 2 1 B (0.50000000 0.50000000)
## 34) texture_mean< 2.434062 1 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.434062 1 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst< -1.54469 17 5 B (0.70588235 0.29411765)
## 18) smoothness_mean< -2.328678 12 0 B (1.00000000 0.00000000) *
## 19) smoothness_mean>=-2.328678 5 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.075653 2 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.74084 865 414 M (0.47861272 0.52138728)
## 6) texture_worst>=4.645038 351 154 B (0.56125356 0.43874644)
## 12) symmetry_worst< -1.395831 335 138 B (0.58805970 0.41194030)
## 24) texture_mean< 2.947329 25 0 B (1.00000000 0.00000000) *
## 25) texture_mean>=2.947329 310 138 B (0.55483871 0.44516129)
## 50) texture_mean>=3.021644 253 94 B (0.62845850 0.37154150)
## 100) compactness_se< -2.72933 242 83 B (0.65702479 0.34297521) *
## 101) compactness_se>=-2.72933 11 0 M (0.00000000 1.00000000) *
## 51) texture_mean< 3.021644 57 13 M (0.22807018 0.77192982)
## 102) symmetry_worst>=-1.537481 7 0 B (1.00000000 0.00000000) *
## 103) symmetry_worst< -1.537481 50 6 M (0.12000000 0.88000000) *
## 13) symmetry_worst>=-1.395831 16 0 M (0.00000000 1.00000000) *
## 7) texture_worst< 4.645038 514 217 M (0.42217899 0.57782101)
## 14) texture_worst< 4.618916 463 212 M (0.45788337 0.54211663)
## 28) smoothness_worst< -1.482701 255 111 B (0.56470588 0.43529412)
## 56) symmetry_worst>=-1.692331 60 9 B (0.85000000 0.15000000)
## 112) texture_mean< 2.960831 46 2 B (0.95652174 0.04347826) *
## 113) texture_mean>=2.960831 14 7 B (0.50000000 0.50000000) *
## 57) symmetry_worst< -1.692331 195 93 M (0.47692308 0.52307692)
## 114) symmetry_worst< -1.787433 147 60 B (0.59183673 0.40816327) *
## 115) symmetry_worst>=-1.787433 48 6 M (0.12500000 0.87500000) *
## 29) smoothness_worst>=-1.482701 208 68 M (0.32692308 0.67307692)
## 58) smoothness_worst>=-1.477976 157 67 M (0.42675159 0.57324841)
## 116) symmetry_worst< -1.910557 19 0 B (1.00000000 0.00000000) *
## 117) symmetry_worst>=-1.910557 138 48 M (0.34782609 0.65217391) *
## 59) smoothness_worst< -1.477976 51 1 M (0.01960784 0.98039216)
## 118) texture_worst< 4.126187 1 0 B (1.00000000 0.00000000) *
## 119) texture_worst>=4.126187 50 0 M (0.00000000 1.00000000) *
## 15) texture_worst>=4.618916 51 5 M (0.09803922 0.90196078)
## 30) smoothness_mean>=-2.350275 4 1 B (0.75000000 0.25000000)
## 60) texture_mean< 2.883853 3 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=2.883853 1 0 M (0.00000000 1.00000000) *
## 31) smoothness_mean< -2.350275 47 2 M (0.04255319 0.95744681)
## 62) compactness_se< -4.694501 2 0 B (1.00000000 0.00000000) *
## 63) compactness_se>=-4.694501 45 0 M (0.00000000 1.00000000) *
##
## $trees[[52]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 442 M (0.48464912 0.51535088)
## 2) texture_mean< 2.74084 57 12 B (0.78947368 0.21052632)
## 4) compactness_se< -2.975291 54 9 B (0.83333333 0.16666667)
## 8) texture_worst< 4.260219 47 5 B (0.89361702 0.10638298)
## 16) texture_mean>=2.487336 41 2 B (0.95121951 0.04878049)
## 32) texture_worst< 4.046102 28 0 B (1.00000000 0.00000000) *
## 33) texture_worst>=4.046102 13 2 B (0.84615385 0.15384615)
## 66) compactness_se< -3.699588 11 0 B (1.00000000 0.00000000) *
## 67) compactness_se>=-3.699588 2 0 M (0.00000000 1.00000000) *
## 17) texture_mean< 2.487336 6 3 B (0.50000000 0.50000000)
## 34) texture_mean< 2.434062 3 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.434062 3 0 M (0.00000000 1.00000000) *
## 9) texture_worst>=4.260219 7 3 M (0.42857143 0.57142857)
## 18) texture_mean>=2.724206 3 0 B (1.00000000 0.00000000) *
## 19) texture_mean< 2.724206 4 0 M (0.00000000 1.00000000) *
## 5) compactness_se>=-2.975291 3 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.74084 855 397 M (0.46432749 0.53567251)
## 6) compactness_se>=-4.406791 718 356 M (0.49582173 0.50417827)
## 12) smoothness_worst< -1.472307 505 231 B (0.54257426 0.45742574)
## 24) smoothness_worst>=-1.476605 40 0 B (1.00000000 0.00000000) *
## 25) smoothness_worst< -1.476605 465 231 B (0.50322581 0.49677419)
## 50) smoothness_worst< -1.482502 407 181 B (0.55528256 0.44471744)
## 100) smoothness_worst>=-1.484675 34 0 B (1.00000000 0.00000000) *
## 101) smoothness_worst< -1.484675 373 181 B (0.51474531 0.48525469) *
## 51) smoothness_worst>=-1.482502 58 8 M (0.13793103 0.86206897)
## 102) texture_worst< 4.126187 4 0 B (1.00000000 0.00000000) *
## 103) texture_worst>=4.126187 54 4 M (0.07407407 0.92592593) *
## 13) smoothness_worst>=-1.472307 213 82 M (0.38497653 0.61502347)
## 26) smoothness_worst>=-1.466873 183 82 M (0.44808743 0.55191257)
## 52) smoothness_worst< -1.460895 16 0 B (1.00000000 0.00000000) *
## 53) smoothness_worst>=-1.460895 167 66 M (0.39520958 0.60479042)
## 106) compactness_se< -4.040144 22 2 B (0.90909091 0.09090909) *
## 107) compactness_se>=-4.040144 145 46 M (0.31724138 0.68275862) *
## 27) smoothness_worst< -1.466873 30 0 M (0.00000000 1.00000000) *
## 7) compactness_se< -4.406791 137 41 M (0.29927007 0.70072993)
## 14) compactness_se< -4.705732 14 0 B (1.00000000 0.00000000) *
## 15) compactness_se>=-4.705732 123 27 M (0.21951220 0.78048780)
## 30) symmetry_worst>=-1.506254 9 0 B (1.00000000 0.00000000) *
## 31) symmetry_worst< -1.506254 114 18 M (0.15789474 0.84210526)
## 62) texture_mean< 2.840513 5 0 B (1.00000000 0.00000000) *
## 63) texture_mean>=2.840513 109 13 M (0.11926606 0.88073394)
## 126) smoothness_mean< -2.461309 24 10 M (0.41666667 0.58333333) *
## 127) smoothness_mean>=-2.461309 85 3 M (0.03529412 0.96470588) *
##
## $trees[[53]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 409 M (0.44846491 0.55153509)
## 2) smoothness_worst>=-1.477976 296 120 B (0.59459459 0.40540541)
## 4) symmetry_worst< -1.659152 163 44 B (0.73006135 0.26993865)
## 8) texture_worst< 4.373034 61 0 B (1.00000000 0.00000000) *
## 9) texture_worst>=4.373034 102 44 B (0.56862745 0.43137255)
## 18) texture_worst>=4.533402 84 26 B (0.69047619 0.30952381)
## 36) texture_worst< 5.041355 73 15 B (0.79452055 0.20547945)
## 72) compactness_se< -3.169117 70 12 B (0.82857143 0.17142857) *
## 73) compactness_se>=-3.169117 3 0 M (0.00000000 1.00000000) *
## 37) texture_worst>=5.041355 11 0 M (0.00000000 1.00000000) *
## 19) texture_worst< 4.533402 18 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.659152 133 57 M (0.42857143 0.57142857)
## 10) smoothness_mean< -2.222401 88 37 B (0.57954545 0.42045455)
## 20) texture_worst>=4.283469 68 18 B (0.73529412 0.26470588)
## 40) smoothness_mean>=-2.250467 28 0 B (1.00000000 0.00000000) *
## 41) smoothness_mean< -2.250467 40 18 B (0.55000000 0.45000000)
## 82) smoothness_mean< -2.271574 31 10 B (0.67741935 0.32258065) *
## 83) smoothness_mean>=-2.271574 9 1 M (0.11111111 0.88888889) *
## 21) texture_worst< 4.283469 20 1 M (0.05000000 0.95000000)
## 42) texture_mean< 2.735974 1 0 B (1.00000000 0.00000000) *
## 43) texture_mean>=2.735974 19 0 M (0.00000000 1.00000000) *
## 11) smoothness_mean>=-2.222401 45 6 M (0.13333333 0.86666667)
## 22) compactness_se< -4.013684 3 0 B (1.00000000 0.00000000) *
## 23) compactness_se>=-4.013684 42 3 M (0.07142857 0.92857143)
## 46) smoothness_mean>=-1.889548 2 0 B (1.00000000 0.00000000) *
## 47) smoothness_mean< -1.889548 40 1 M (0.02500000 0.97500000)
## 94) texture_mean< 2.688296 4 1 M (0.25000000 0.75000000) *
## 95) texture_mean>=2.688296 36 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst< -1.477976 616 233 M (0.37824675 0.62175325)
## 6) compactness_se< -4.706178 16 0 B (1.00000000 0.00000000) *
## 7) compactness_se>=-4.706178 600 217 M (0.36166667 0.63833333)
## 14) symmetry_worst>=-1.750623 236 114 M (0.48305085 0.51694915)
## 28) symmetry_worst< -1.658507 81 20 B (0.75308642 0.24691358)
## 56) texture_mean< 2.955415 34 0 B (1.00000000 0.00000000) *
## 57) texture_mean>=2.955415 47 20 B (0.57446809 0.42553191)
## 114) texture_mean>=2.990463 36 9 B (0.75000000 0.25000000) *
## 115) texture_mean< 2.990463 11 0 M (0.00000000 1.00000000) *
## 29) symmetry_worst>=-1.658507 155 53 M (0.34193548 0.65806452)
## 58) texture_mean>=3.21466 13 2 B (0.84615385 0.15384615)
## 116) smoothness_mean< -2.369177 11 0 B (1.00000000 0.00000000) *
## 117) smoothness_mean>=-2.369177 2 0 M (0.00000000 1.00000000) *
## 59) texture_mean< 3.21466 142 42 M (0.29577465 0.70422535)
## 118) texture_worst< 4.514447 49 23 M (0.46938776 0.53061224) *
## 119) texture_worst>=4.514447 93 19 M (0.20430108 0.79569892) *
## 15) symmetry_worst< -1.750623 364 103 M (0.28296703 0.71703297)
## 30) texture_mean< 2.753964 10 0 B (1.00000000 0.00000000) *
## 31) texture_mean>=2.753964 354 93 M (0.26271186 0.73728814)
## 62) texture_mean>=2.93492 217 79 M (0.36405530 0.63594470)
## 124) texture_mean< 3.057767 74 27 B (0.63513514 0.36486486) *
## 125) texture_mean>=3.057767 143 32 M (0.22377622 0.77622378) *
## 63) texture_mean< 2.93492 137 14 M (0.10218978 0.89781022)
## 126) smoothness_worst< -1.608434 4 0 B (1.00000000 0.00000000) *
## 127) smoothness_worst>=-1.608434 133 10 M (0.07518797 0.92481203) *
##
## $trees[[54]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 447 M (0.49013158 0.50986842)
## 2) texture_worst< 4.481821 301 115 B (0.61794020 0.38205980)
## 4) smoothness_mean< -2.074653 284 101 B (0.64436620 0.35563380)
## 8) smoothness_mean>=-2.262885 91 13 B (0.85714286 0.14285714)
## 16) symmetry_worst< -1.012175 89 11 B (0.87640449 0.12359551)
## 32) smoothness_mean< -2.214122 57 2 B (0.96491228 0.03508772)
## 64) texture_worst>=4.036973 53 0 B (1.00000000 0.00000000) *
## 65) texture_worst< 4.036973 4 2 B (0.50000000 0.50000000) *
## 33) smoothness_mean>=-2.214122 32 9 B (0.71875000 0.28125000)
## 66) texture_worst< 4.214247 21 0 B (1.00000000 0.00000000) *
## 67) texture_worst>=4.214247 11 2 M (0.18181818 0.81818182) *
## 17) symmetry_worst>=-1.012175 2 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.262885 193 88 B (0.54404145 0.45595855)
## 18) symmetry_worst>=-1.700875 57 13 B (0.77192982 0.22807018)
## 36) smoothness_worst< -1.510792 38 2 B (0.94736842 0.05263158)
## 72) texture_mean< 2.975525 36 0 B (1.00000000 0.00000000) *
## 73) texture_mean>=2.975525 2 0 M (0.00000000 1.00000000) *
## 37) smoothness_worst>=-1.510792 19 8 M (0.42105263 0.57894737)
## 74) texture_mean< 2.728421 7 0 B (1.00000000 0.00000000) *
## 75) texture_mean>=2.728421 12 1 M (0.08333333 0.91666667) *
## 19) symmetry_worst< -1.700875 136 61 M (0.44852941 0.55147059)
## 38) smoothness_mean< -2.468758 14 0 B (1.00000000 0.00000000) *
## 39) smoothness_mean>=-2.468758 122 47 M (0.38524590 0.61475410)
## 78) texture_worst>=4.471737 9 0 B (1.00000000 0.00000000) *
## 79) texture_worst< 4.471737 113 38 M (0.33628319 0.66371681) *
## 5) smoothness_mean>=-2.074653 17 3 M (0.17647059 0.82352941)
## 10) smoothness_mean>=-1.889548 2 0 B (1.00000000 0.00000000) *
## 11) smoothness_mean< -1.889548 15 1 M (0.06666667 0.93333333)
## 22) texture_mean< 2.688296 3 1 M (0.33333333 0.66666667)
## 44) texture_mean>=2.553793 1 0 B (1.00000000 0.00000000) *
## 45) texture_mean< 2.553793 2 0 M (0.00000000 1.00000000) *
## 23) texture_mean>=2.688296 12 0 M (0.00000000 1.00000000) *
## 3) texture_worst>=4.481821 611 261 M (0.42716858 0.57283142)
## 6) smoothness_worst< -1.462628 479 229 M (0.47807933 0.52192067)
## 12) texture_worst>=4.545891 403 191 B (0.52605459 0.47394541)
## 24) compactness_se>=-4.676462 375 168 B (0.55200000 0.44800000)
## 48) smoothness_worst< -1.602859 54 9 B (0.83333333 0.16666667)
## 96) smoothness_mean< -2.337942 50 5 B (0.90000000 0.10000000) *
## 97) smoothness_mean>=-2.337942 4 0 M (0.00000000 1.00000000) *
## 49) smoothness_worst>=-1.602859 321 159 B (0.50467290 0.49532710)
## 98) smoothness_worst>=-1.594363 305 143 B (0.53114754 0.46885246) *
## 99) smoothness_worst< -1.594363 16 0 M (0.00000000 1.00000000) *
## 25) compactness_se< -4.676462 28 5 M (0.17857143 0.82142857)
## 50) compactness_se< -4.882915 3 0 B (1.00000000 0.00000000) *
## 51) compactness_se>=-4.882915 25 2 M (0.08000000 0.92000000)
## 102) texture_mean>=3.184969 1 0 B (1.00000000 0.00000000) *
## 103) texture_mean< 3.184969 24 1 M (0.04166667 0.95833333) *
## 13) texture_worst< 4.545891 76 17 M (0.22368421 0.77631579)
## 26) texture_worst< 4.523593 34 17 B (0.50000000 0.50000000)
## 52) smoothness_mean>=-2.603563 25 8 B (0.68000000 0.32000000)
## 104) compactness_se>=-4.098353 13 0 B (1.00000000 0.00000000) *
## 105) compactness_se< -4.098353 12 4 M (0.33333333 0.66666667) *
## 53) smoothness_mean< -2.603563 9 0 M (0.00000000 1.00000000) *
## 27) texture_worst>=4.523593 42 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst>=-1.462628 132 32 M (0.24242424 0.75757576)
## 14) smoothness_mean>=-2.093138 9 1 B (0.88888889 0.11111111)
## 28) texture_mean>=3.011332 8 0 B (1.00000000 0.00000000) *
## 29) texture_mean< 3.011332 1 0 M (0.00000000 1.00000000) *
## 15) smoothness_mean< -2.093138 123 24 M (0.19512195 0.80487805)
## 30) compactness_se>=-2.950105 5 0 B (1.00000000 0.00000000) *
## 31) compactness_se< -2.950105 118 19 M (0.16101695 0.83898305)
## 62) compactness_se< -4.038084 30 12 M (0.40000000 0.60000000)
## 124) compactness_se>=-4.113499 7 0 B (1.00000000 0.00000000) *
## 125) compactness_se< -4.113499 23 5 M (0.21739130 0.78260870) *
## 63) compactness_se>=-4.038084 88 7 M (0.07954545 0.92045455)
## 126) texture_mean< 2.910935 7 2 B (0.71428571 0.28571429) *
## 127) texture_mean>=2.910935 81 2 M (0.02469136 0.97530864) *
##
## $trees[[55]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 393 M (0.43092105 0.56907895)
## 2) texture_worst< 4.385542 243 100 B (0.58847737 0.41152263)
## 4) smoothness_worst>=-1.479941 109 27 B (0.75229358 0.24770642)
## 8) smoothness_mean< -2.074653 95 16 B (0.83157895 0.16842105)
## 16) symmetry_worst< -1.64088 53 3 B (0.94339623 0.05660377)
## 32) texture_worst< 4.373034 48 0 B (1.00000000 0.00000000) *
## 33) texture_worst>=4.373034 5 2 M (0.40000000 0.60000000)
## 66) texture_mean< 2.851282 2 0 B (1.00000000 0.00000000) *
## 67) texture_mean>=2.851282 3 0 M (0.00000000 1.00000000) *
## 17) symmetry_worst>=-1.64088 42 13 B (0.69047619 0.30952381)
## 34) texture_worst>=4.287261 20 0 B (1.00000000 0.00000000) *
## 35) texture_worst< 4.287261 22 9 M (0.40909091 0.59090909)
## 70) compactness_se< -3.761643 9 0 B (1.00000000 0.00000000) *
## 71) compactness_se>=-3.761643 13 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean>=-2.074653 14 3 M (0.21428571 0.78571429)
## 18) texture_mean< 2.688296 4 1 B (0.75000000 0.25000000)
## 36) texture_mean>=2.515298 3 0 B (1.00000000 0.00000000) *
## 37) texture_mean< 2.515298 1 0 M (0.00000000 1.00000000) *
## 19) texture_mean>=2.688296 10 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst< -1.479941 134 61 M (0.45522388 0.54477612)
## 10) symmetry_worst< -2.071707 19 2 B (0.89473684 0.10526316)
## 20) symmetry_worst>=-2.923662 17 0 B (1.00000000 0.00000000) *
## 21) symmetry_worst< -2.923662 2 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-2.071707 115 44 M (0.38260870 0.61739130)
## 22) texture_worst>=4.365735 11 0 B (1.00000000 0.00000000) *
## 23) texture_worst< 4.365735 104 33 M (0.31730769 0.68269231)
## 46) compactness_se< -4.299245 6 0 B (1.00000000 0.00000000) *
## 47) compactness_se>=-4.299245 98 27 M (0.27551020 0.72448980)
## 94) compactness_se>=-3.48221 34 17 B (0.50000000 0.50000000) *
## 95) compactness_se< -3.48221 64 10 M (0.15625000 0.84375000) *
## 3) texture_worst>=4.385542 669 250 M (0.37369208 0.62630792)
## 6) smoothness_worst>=-1.381572 20 2 B (0.90000000 0.10000000)
## 12) symmetry_worst< -1.673563 18 0 B (1.00000000 0.00000000) *
## 13) symmetry_worst>=-1.673563 2 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst< -1.381572 649 232 M (0.35747304 0.64252696)
## 14) smoothness_mean< -2.507092 40 14 B (0.65000000 0.35000000)
## 28) smoothness_worst>=-1.720903 31 5 B (0.83870968 0.16129032)
## 56) texture_mean>=2.971159 24 0 B (1.00000000 0.00000000) *
## 57) texture_mean< 2.971159 7 2 M (0.28571429 0.71428571)
## 114) texture_mean< 2.955392 2 0 B (1.00000000 0.00000000) *
## 115) texture_mean>=2.955392 5 0 M (0.00000000 1.00000000) *
## 29) smoothness_worst< -1.720903 9 0 M (0.00000000 1.00000000) *
## 15) smoothness_mean>=-2.507092 609 206 M (0.33825944 0.66174056)
## 30) compactness_se>=-4.098353 401 158 M (0.39401496 0.60598504)
## 60) texture_mean< 2.927988 59 17 B (0.71186441 0.28813559)
## 120) smoothness_mean< -2.332581 29 0 B (1.00000000 0.00000000) *
## 121) smoothness_mean>=-2.332581 30 13 M (0.43333333 0.56666667) *
## 61) texture_mean>=2.927988 342 116 M (0.33918129 0.66081871)
## 122) compactness_se< -3.816486 70 29 B (0.58571429 0.41428571) *
## 123) compactness_se>=-3.816486 272 75 M (0.27573529 0.72426471) *
## 31) compactness_se< -4.098353 208 48 M (0.23076923 0.76923077)
## 62) smoothness_mean>=-2.291157 18 4 B (0.77777778 0.22222222)
## 124) smoothness_worst< -1.452633 14 0 B (1.00000000 0.00000000) *
## 125) smoothness_worst>=-1.452633 4 0 M (0.00000000 1.00000000) *
## 63) smoothness_mean< -2.291157 190 34 M (0.17894737 0.82105263)
## 126) symmetry_worst>=-1.508268 22 11 B (0.50000000 0.50000000) *
## 127) symmetry_worst< -1.508268 168 23 M (0.13690476 0.86309524) *
##
## $trees[[56]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 414 M (0.45394737 0.54605263)
## 2) smoothness_worst< -1.556752 209 81 B (0.61244019 0.38755981)
## 4) smoothness_worst>=-1.714091 195 67 B (0.65641026 0.34358974)
## 8) texture_worst>=3.963809 179 54 B (0.69832402 0.30167598)
## 16) smoothness_worst>=-1.568787 35 3 B (0.91428571 0.08571429)
## 32) texture_worst< 5.269605 32 1 B (0.96875000 0.03125000)
## 64) compactness_se< -2.682598 31 0 B (1.00000000 0.00000000) *
## 65) compactness_se>=-2.682598 1 0 M (0.00000000 1.00000000) *
## 33) texture_worst>=5.269605 3 1 M (0.33333333 0.66666667)
## 66) texture_mean>=3.33289 1 0 B (1.00000000 0.00000000) *
## 67) texture_mean< 3.33289 2 0 M (0.00000000 1.00000000) *
## 17) smoothness_worst< -1.568787 144 51 B (0.64583333 0.35416667)
## 34) symmetry_worst< -1.787851 77 15 B (0.80519481 0.19480519)
## 68) smoothness_mean< -2.332092 67 8 B (0.88059701 0.11940299) *
## 69) smoothness_mean>=-2.332092 10 3 M (0.30000000 0.70000000) *
## 35) symmetry_worst>=-1.787851 67 31 M (0.46268657 0.53731343)
## 70) symmetry_worst>=-1.749637 50 19 B (0.62000000 0.38000000) *
## 71) symmetry_worst< -1.749637 17 0 M (0.00000000 1.00000000) *
## 9) texture_worst< 3.963809 16 3 M (0.18750000 0.81250000)
## 18) texture_mean< 2.763153 3 0 B (1.00000000 0.00000000) *
## 19) texture_mean>=2.763153 13 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst< -1.714091 14 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst>=-1.556752 703 286 M (0.40682788 0.59317212)
## 6) texture_mean< 2.813911 73 23 B (0.68493151 0.31506849)
## 12) compactness_se< -3.88564 22 0 B (1.00000000 0.00000000) *
## 13) compactness_se>=-3.88564 51 23 B (0.54901961 0.45098039)
## 26) compactness_se>=-3.845431 42 14 B (0.66666667 0.33333333)
## 52) symmetry_worst< -1.825795 15 0 B (1.00000000 0.00000000) *
## 53) symmetry_worst>=-1.825795 27 13 M (0.48148148 0.51851852)
## 106) smoothness_mean>=-2.239141 16 5 B (0.68750000 0.31250000) *
## 107) smoothness_mean< -2.239141 11 2 M (0.18181818 0.81818182) *
## 27) compactness_se< -3.845431 9 0 M (0.00000000 1.00000000) *
## 7) texture_mean>=2.813911 630 236 M (0.37460317 0.62539683)
## 14) symmetry_worst< -2.207988 38 11 B (0.71052632 0.28947368)
## 28) compactness_se< -3.487878 27 1 B (0.96296296 0.03703704)
## 56) smoothness_worst< -1.486474 26 0 B (1.00000000 0.00000000) *
## 57) smoothness_worst>=-1.486474 1 0 M (0.00000000 1.00000000) *
## 29) compactness_se>=-3.487878 11 1 M (0.09090909 0.90909091)
## 58) texture_mean< 3.049609 1 0 B (1.00000000 0.00000000) *
## 59) texture_mean>=3.049609 10 0 M (0.00000000 1.00000000) *
## 15) symmetry_worst>=-2.207988 592 209 M (0.35304054 0.64695946)
## 30) smoothness_worst>=-1.536189 499 195 M (0.39078156 0.60921844)
## 60) texture_mean< 3.082139 369 168 M (0.45528455 0.54471545)
## 120) smoothness_mean< -2.422101 27 0 B (1.00000000 0.00000000) *
## 121) smoothness_mean>=-2.422101 342 141 M (0.41228070 0.58771930) *
## 61) texture_mean>=3.082139 130 27 M (0.20769231 0.79230769)
## 122) symmetry_worst< -2.188127 6 0 B (1.00000000 0.00000000) *
## 123) symmetry_worst>=-2.188127 124 21 M (0.16935484 0.83064516) *
## 31) smoothness_worst< -1.536189 93 14 M (0.15053763 0.84946237)
## 62) texture_mean>=3.230975 4 0 B (1.00000000 0.00000000) *
## 63) texture_mean< 3.230975 89 10 M (0.11235955 0.88764045)
## 126) compactness_se>=-3.962253 22 10 M (0.45454545 0.54545455) *
## 127) compactness_se< -3.962253 67 0 M (0.00000000 1.00000000) *
##
## $trees[[57]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 447 B (0.50986842 0.49013158)
## 2) texture_mean< 2.927988 334 119 B (0.64371257 0.35628743)
## 4) symmetry_worst< -1.322543 299 93 B (0.68896321 0.31103679)
## 8) symmetry_worst>=-1.982941 246 62 B (0.74796748 0.25203252)
## 16) compactness_se>=-3.492332 86 7 B (0.91860465 0.08139535)
## 32) smoothness_mean< -2.155486 74 2 B (0.97297297 0.02702703)
## 64) texture_mean>=2.745019 67 0 B (1.00000000 0.00000000) *
## 65) texture_mean< 2.745019 7 2 B (0.71428571 0.28571429) *
## 33) smoothness_mean>=-2.155486 12 5 B (0.58333333 0.41666667)
## 66) smoothness_worst>=-1.349735 7 0 B (1.00000000 0.00000000) *
## 67) smoothness_worst< -1.349735 5 0 M (0.00000000 1.00000000) *
## 17) compactness_se< -3.492332 160 55 B (0.65625000 0.34375000)
## 34) symmetry_worst>=-1.749307 93 21 B (0.77419355 0.22580645)
## 68) symmetry_worst< -1.574286 49 1 B (0.97959184 0.02040816) *
## 69) symmetry_worst>=-1.574286 44 20 B (0.54545455 0.45454545) *
## 35) symmetry_worst< -1.749307 67 33 M (0.49253731 0.50746269)
## 70) smoothness_worst< -1.572768 10 0 B (1.00000000 0.00000000) *
## 71) smoothness_worst>=-1.572768 57 23 M (0.40350877 0.59649123) *
## 9) symmetry_worst< -1.982941 53 22 M (0.41509434 0.58490566)
## 18) symmetry_worst< -2.050132 26 8 B (0.69230769 0.30769231)
## 36) symmetry_worst>=-2.49184 17 0 B (1.00000000 0.00000000) *
## 37) symmetry_worst< -2.49184 9 1 M (0.11111111 0.88888889)
## 74) texture_mean< 2.827797 1 0 B (1.00000000 0.00000000) *
## 75) texture_mean>=2.827797 8 0 M (0.00000000 1.00000000) *
## 19) symmetry_worst>=-2.050132 27 4 M (0.14814815 0.85185185)
## 38) texture_mean>=2.864483 2 0 B (1.00000000 0.00000000) *
## 39) texture_mean< 2.864483 25 2 M (0.08000000 0.92000000)
## 78) smoothness_mean< -2.457066 1 0 B (1.00000000 0.00000000) *
## 79) smoothness_mean>=-2.457066 24 1 M (0.04166667 0.95833333) *
## 5) symmetry_worst>=-1.322543 35 9 M (0.25714286 0.74285714)
## 10) compactness_se>=-2.646661 8 0 B (1.00000000 0.00000000) *
## 11) compactness_se< -2.646661 27 1 M (0.03703704 0.96296296)
## 22) smoothness_mean>=-2.022167 1 0 B (1.00000000 0.00000000) *
## 23) smoothness_mean< -2.022167 26 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.927988 578 250 M (0.43252595 0.56747405)
## 6) smoothness_worst>=-1.402559 41 6 B (0.85365854 0.14634146)
## 12) smoothness_worst< -1.392078 30 0 B (1.00000000 0.00000000) *
## 13) smoothness_worst>=-1.392078 11 5 M (0.45454545 0.54545455)
## 26) symmetry_worst< -1.716907 7 2 B (0.71428571 0.28571429)
## 52) symmetry_worst>=-1.796083 5 0 B (1.00000000 0.00000000) *
## 53) symmetry_worst< -1.796083 2 0 M (0.00000000 1.00000000) *
## 27) symmetry_worst>=-1.716907 4 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst< -1.402559 537 215 M (0.40037244 0.59962756)
## 14) symmetry_worst>=-1.574567 126 53 B (0.57936508 0.42063492)
## 28) symmetry_worst< -1.551105 35 0 B (1.00000000 0.00000000) *
## 29) symmetry_worst>=-1.551105 91 38 M (0.41758242 0.58241758)
## 58) compactness_se< -4.458571 14 0 B (1.00000000 0.00000000) *
## 59) compactness_se>=-4.458571 77 24 M (0.31168831 0.68831169)
## 118) symmetry_worst>=-1.14634 5 0 B (1.00000000 0.00000000) *
## 119) symmetry_worst< -1.14634 72 19 M (0.26388889 0.73611111) *
## 15) symmetry_worst< -1.574567 411 142 M (0.34549878 0.65450122)
## 30) symmetry_worst< -2.20425 47 15 B (0.68085106 0.31914894)
## 60) symmetry_worst>=-2.797878 42 10 B (0.76190476 0.23809524)
## 120) smoothness_mean>=-2.469349 31 2 B (0.93548387 0.06451613) *
## 121) smoothness_mean< -2.469349 11 3 M (0.27272727 0.72727273) *
## 61) symmetry_worst< -2.797878 5 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst>=-2.20425 364 110 M (0.30219780 0.69780220)
## 62) texture_worst< 4.849569 247 90 M (0.36437247 0.63562753)
## 124) smoothness_mean>=-2.351324 88 38 B (0.56818182 0.43181818) *
## 125) smoothness_mean< -2.351324 159 40 M (0.25157233 0.74842767) *
## 63) texture_worst>=4.849569 117 20 M (0.17094017 0.82905983)
## 126) texture_mean>=3.36829 12 5 B (0.58333333 0.41666667) *
## 127) texture_mean< 3.36829 105 13 M (0.12380952 0.87619048) *
##
## $trees[[58]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 417 B (0.54276316 0.45723684)
## 2) texture_worst< 4.517889 302 101 B (0.66556291 0.33443709)
## 4) smoothness_mean>=-2.267218 106 18 B (0.83018868 0.16981132)
## 8) smoothness_mean< -2.214122 61 0 B (1.00000000 0.00000000) *
## 9) smoothness_mean>=-2.214122 45 18 B (0.60000000 0.40000000)
## 18) symmetry_worst< -1.66807 16 0 B (1.00000000 0.00000000) *
## 19) symmetry_worst>=-1.66807 29 11 M (0.37931034 0.62068966)
## 38) compactness_se< -3.95959 5 0 B (1.00000000 0.00000000) *
## 39) compactness_se>=-3.95959 24 6 M (0.25000000 0.75000000)
## 78) texture_mean< 2.734314 10 4 B (0.60000000 0.40000000) *
## 79) texture_mean>=2.734314 14 0 M (0.00000000 1.00000000) *
## 5) smoothness_mean< -2.267218 196 83 B (0.57653061 0.42346939)
## 10) smoothness_mean< -2.296604 167 58 B (0.65269461 0.34730539)
## 20) smoothness_worst>=-1.541066 75 11 B (0.85333333 0.14666667)
## 40) smoothness_worst< -1.473283 47 0 B (1.00000000 0.00000000) *
## 41) smoothness_worst>=-1.473283 28 11 B (0.60714286 0.39285714)
## 82) texture_mean< 2.811204 21 4 B (0.80952381 0.19047619) *
## 83) texture_mean>=2.811204 7 0 M (0.00000000 1.00000000) *
## 21) smoothness_worst< -1.541066 92 45 M (0.48913043 0.51086957)
## 42) smoothness_mean>=-2.411844 43 11 B (0.74418605 0.25581395)
## 84) smoothness_worst>=-1.567686 25 1 B (0.96000000 0.04000000) *
## 85) smoothness_worst< -1.567686 18 8 M (0.44444444 0.55555556) *
## 43) smoothness_mean< -2.411844 49 13 M (0.26530612 0.73469388)
## 86) texture_mean< 2.755158 4 0 B (1.00000000 0.00000000) *
## 87) texture_mean>=2.755158 45 9 M (0.20000000 0.80000000) *
## 11) smoothness_mean>=-2.296604 29 4 M (0.13793103 0.86206897)
## 22) compactness_se< -4.127915 3 0 B (1.00000000 0.00000000) *
## 23) compactness_se>=-4.127915 26 1 M (0.03846154 0.96153846)
## 46) texture_mean< 2.732378 1 0 B (1.00000000 0.00000000) *
## 47) texture_mean>=2.732378 25 0 M (0.00000000 1.00000000) *
## 3) texture_worst>=4.517889 610 294 M (0.48196721 0.51803279)
## 6) smoothness_mean< -2.507153 30 2 B (0.93333333 0.06666667)
## 12) compactness_se>=-4.667693 25 0 B (1.00000000 0.00000000) *
## 13) compactness_se< -4.667693 5 2 B (0.60000000 0.40000000)
## 26) texture_mean>=2.992821 3 0 B (1.00000000 0.00000000) *
## 27) texture_mean< 2.992821 2 0 M (0.00000000 1.00000000) *
## 7) smoothness_mean>=-2.507153 580 266 M (0.45862069 0.54137931)
## 14) smoothness_mean< -2.258569 476 236 M (0.49579832 0.50420168)
## 28) compactness_se>=-4.09685 315 133 B (0.57777778 0.42222222)
## 56) smoothness_mean>=-2.473552 293 115 B (0.60750853 0.39249147)
## 112) smoothness_worst>=-1.484082 96 23 B (0.76041667 0.23958333) *
## 113) smoothness_worst< -1.484082 197 92 B (0.53299492 0.46700508) *
## 57) smoothness_mean< -2.473552 22 4 M (0.18181818 0.81818182)
## 114) symmetry_worst< -2.414048 3 0 B (1.00000000 0.00000000) *
## 115) symmetry_worst>=-2.414048 19 1 M (0.05263158 0.94736842) *
## 29) compactness_se< -4.09685 161 54 M (0.33540373 0.66459627)
## 58) compactness_se< -4.198706 105 47 M (0.44761905 0.55238095)
## 116) smoothness_mean>=-2.349952 17 2 B (0.88235294 0.11764706) *
## 117) smoothness_mean< -2.349952 88 32 M (0.36363636 0.63636364) *
## 59) compactness_se>=-4.198706 56 7 M (0.12500000 0.87500000)
## 118) smoothness_mean>=-2.284307 2 0 B (1.00000000 0.00000000) *
## 119) smoothness_mean< -2.284307 54 5 M (0.09259259 0.90740741) *
## 15) smoothness_mean>=-2.258569 104 30 M (0.28846154 0.71153846)
## 30) texture_mean< 3.019682 38 17 B (0.55263158 0.44736842)
## 60) symmetry_worst< -1.838945 13 0 B (1.00000000 0.00000000) *
## 61) symmetry_worst>=-1.838945 25 8 M (0.32000000 0.68000000)
## 122) texture_mean>=2.982629 9 1 B (0.88888889 0.11111111) *
## 123) texture_mean< 2.982629 16 0 M (0.00000000 1.00000000) *
## 31) texture_mean>=3.019682 66 9 M (0.13636364 0.86363636)
## 62) smoothness_mean>=-2.093138 7 0 B (1.00000000 0.00000000) *
## 63) smoothness_mean< -2.093138 59 2 M (0.03389831 0.96610169)
## 126) compactness_se< -4.045035 2 0 B (1.00000000 0.00000000) *
## 127) compactness_se>=-4.045035 57 0 M (0.00000000 1.00000000) *
##
## $trees[[59]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 450 M (0.49342105 0.50657895)
## 2) texture_mean< 2.993981 443 177 B (0.60045147 0.39954853)
## 4) compactness_se>=-2.834229 21 0 B (1.00000000 0.00000000) *
## 5) compactness_se< -2.834229 422 177 B (0.58056872 0.41943128)
## 10) symmetry_worst< -1.327359 404 160 B (0.60396040 0.39603960)
## 20) smoothness_mean< -2.089616 389 147 B (0.62210797 0.37789203)
## 40) symmetry_worst>=-1.749307 176 47 B (0.73295455 0.26704545)
## 80) smoothness_worst< -1.479154 108 16 B (0.85185185 0.14814815) *
## 81) smoothness_worst>=-1.479154 68 31 B (0.54411765 0.45588235) *
## 41) symmetry_worst< -1.749307 213 100 B (0.53051643 0.46948357)
## 82) symmetry_worst< -1.816281 134 44 B (0.67164179 0.32835821) *
## 83) symmetry_worst>=-1.816281 79 23 M (0.29113924 0.70886076) *
## 21) smoothness_mean>=-2.089616 15 2 M (0.13333333 0.86666667)
## 42) texture_mean< 2.434062 2 0 B (1.00000000 0.00000000) *
## 43) texture_mean>=2.434062 13 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-1.327359 18 1 M (0.05555556 0.94444444)
## 22) smoothness_mean< -2.349089 1 0 B (1.00000000 0.00000000) *
## 23) smoothness_mean>=-2.349089 17 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.993981 469 184 M (0.39232409 0.60767591)
## 6) smoothness_mean< -2.362601 238 112 B (0.52941176 0.47058824)
## 12) smoothness_mean< -2.508076 32 5 B (0.84375000 0.15625000)
## 24) texture_worst>=4.498003 27 0 B (1.00000000 0.00000000) *
## 25) texture_worst< 4.498003 5 0 M (0.00000000 1.00000000) *
## 13) smoothness_mean>=-2.508076 206 99 M (0.48058252 0.51941748)
## 26) compactness_se>=-3.107684 43 10 B (0.76744186 0.23255814)
## 52) texture_mean< 3.288904 37 4 B (0.89189189 0.10810811)
## 104) smoothness_mean< -2.388103 24 0 B (1.00000000 0.00000000) *
## 105) smoothness_mean>=-2.388103 13 4 B (0.69230769 0.30769231) *
## 53) texture_mean>=3.288904 6 0 M (0.00000000 1.00000000) *
## 27) compactness_se< -3.107684 163 66 M (0.40490798 0.59509202)
## 54) symmetry_worst< -1.661892 129 63 B (0.51162791 0.48837209)
## 108) compactness_se< -3.368038 107 41 B (0.61682243 0.38317757) *
## 109) compactness_se>=-3.368038 22 0 M (0.00000000 1.00000000) *
## 55) symmetry_worst>=-1.661892 34 0 M (0.00000000 1.00000000) *
## 7) smoothness_mean>=-2.362601 231 58 M (0.25108225 0.74891775)
## 14) smoothness_mean>=-2.094359 10 0 B (1.00000000 0.00000000) *
## 15) smoothness_mean< -2.094359 221 48 M (0.21719457 0.78280543)
## 30) compactness_se< -4.040144 28 12 B (0.57142857 0.42857143)
## 60) smoothness_mean>=-2.301835 13 0 B (1.00000000 0.00000000) *
## 61) smoothness_mean< -2.301835 15 3 M (0.20000000 0.80000000)
## 122) compactness_se< -4.512898 3 0 B (1.00000000 0.00000000) *
## 123) compactness_se>=-4.512898 12 0 M (0.00000000 1.00000000) *
## 31) compactness_se>=-4.040144 193 32 M (0.16580311 0.83419689)
## 62) texture_mean< 3.006671 28 12 M (0.42857143 0.57142857)
## 124) texture_worst< 4.688121 12 0 B (1.00000000 0.00000000) *
## 125) texture_worst>=4.688121 16 0 M (0.00000000 1.00000000) *
## 63) texture_mean>=3.006671 165 20 M (0.12121212 0.87878788)
## 126) smoothness_worst< -1.550482 6 2 B (0.66666667 0.33333333) *
## 127) smoothness_worst>=-1.550482 159 16 M (0.10062893 0.89937107) *
##
## $trees[[60]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 444 M (0.48684211 0.51315789)
## 2) texture_mean< 2.960364 400 170 B (0.57500000 0.42500000)
## 4) symmetry_worst>=-1.984119 340 126 B (0.62941176 0.37058824)
## 8) texture_mean>=2.940483 36 0 B (1.00000000 0.00000000) *
## 9) texture_mean< 2.940483 304 126 B (0.58552632 0.41447368)
## 18) symmetry_worst< -1.786753 93 21 B (0.77419355 0.22580645)
## 36) symmetry_worst>=-1.798344 29 0 B (1.00000000 0.00000000) *
## 37) symmetry_worst< -1.798344 64 21 B (0.67187500 0.32812500)
## 74) symmetry_worst< -1.815934 54 11 B (0.79629630 0.20370370) *
## 75) symmetry_worst>=-1.815934 10 0 M (0.00000000 1.00000000) *
## 19) symmetry_worst>=-1.786753 211 105 B (0.50236967 0.49763033)
## 38) compactness_se>=-3.344671 51 8 B (0.84313725 0.15686275)
## 76) texture_mean>=2.850705 37 1 B (0.97297297 0.02702703) *
## 77) texture_mean< 2.850705 14 7 B (0.50000000 0.50000000) *
## 39) compactness_se< -3.344671 160 63 M (0.39375000 0.60625000)
## 78) compactness_se< -4.198706 49 10 B (0.79591837 0.20408163) *
## 79) compactness_se>=-4.198706 111 24 M (0.21621622 0.78378378) *
## 5) symmetry_worst< -1.984119 60 16 M (0.26666667 0.73333333)
## 10) texture_mean< 2.763153 6 0 B (1.00000000 0.00000000) *
## 11) texture_mean>=2.763153 54 10 M (0.18518519 0.81481481)
## 22) smoothness_mean< -2.404376 13 6 B (0.53846154 0.46153846)
## 44) texture_mean>=2.80161 7 0 B (1.00000000 0.00000000) *
## 45) texture_mean< 2.80161 6 0 M (0.00000000 1.00000000) *
## 23) smoothness_mean>=-2.404376 41 3 M (0.07317073 0.92682927)
## 46) texture_mean< 2.835785 2 0 B (1.00000000 0.00000000) *
## 47) texture_mean>=2.835785 39 1 M (0.02564103 0.97435897)
## 94) symmetry_worst< -2.201068 5 1 M (0.20000000 0.80000000) *
## 95) symmetry_worst>=-2.201068 34 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.960364 512 214 M (0.41796875 0.58203125)
## 6) texture_mean>=3.011847 367 177 M (0.48228883 0.51771117)
## 12) texture_worst< 5.003123 269 122 B (0.54646840 0.45353160)
## 24) smoothness_mean< -2.409448 72 16 B (0.77777778 0.22222222)
## 48) symmetry_worst>=-2.014081 44 3 B (0.93181818 0.06818182)
## 96) symmetry_worst< -1.440588 43 2 B (0.95348837 0.04651163) *
## 97) symmetry_worst>=-1.440588 1 0 M (0.00000000 1.00000000) *
## 49) symmetry_worst< -2.014081 28 13 B (0.53571429 0.46428571)
## 98) smoothness_worst< -1.558711 18 3 B (0.83333333 0.16666667) *
## 99) smoothness_worst>=-1.558711 10 0 M (0.00000000 1.00000000) *
## 25) smoothness_mean>=-2.409448 197 91 M (0.46192893 0.53807107)
## 50) smoothness_mean>=-2.383798 163 73 B (0.55214724 0.44785276)
## 100) texture_mean< 3.216671 148 58 B (0.60810811 0.39189189) *
## 101) texture_mean>=3.216671 15 0 M (0.00000000 1.00000000) *
## 51) smoothness_mean< -2.383798 34 1 M (0.02941176 0.97058824)
## 102) compactness_se< -4.192049 1 0 B (1.00000000 0.00000000) *
## 103) compactness_se>=-4.192049 33 0 M (0.00000000 1.00000000) *
## 13) texture_worst>=5.003123 98 30 M (0.30612245 0.69387755)
## 26) symmetry_worst< -2.207988 19 4 B (0.78947368 0.21052632)
## 52) compactness_se< -3.400535 15 0 B (1.00000000 0.00000000) *
## 53) compactness_se>=-3.400535 4 0 M (0.00000000 1.00000000) *
## 27) symmetry_worst>=-2.207988 79 15 M (0.18987342 0.81012658)
## 54) texture_mean>=3.336476 26 12 M (0.46153846 0.53846154)
## 108) smoothness_mean< -2.363096 17 5 B (0.70588235 0.29411765) *
## 109) smoothness_mean>=-2.363096 9 0 M (0.00000000 1.00000000) *
## 55) texture_mean< 3.336476 53 3 M (0.05660377 0.94339623)
## 110) smoothness_mean< -2.512205 2 0 B (1.00000000 0.00000000) *
## 111) smoothness_mean>=-2.512205 51 1 M (0.01960784 0.98039216) *
## 7) texture_mean< 3.011847 145 37 M (0.25517241 0.74482759)
## 14) smoothness_mean>=-2.307529 48 23 B (0.52083333 0.47916667)
## 28) compactness_se< -3.629235 34 9 B (0.73529412 0.26470588)
## 56) symmetry_worst< -1.463197 28 3 B (0.89285714 0.10714286)
## 112) texture_worst< 4.879902 26 1 B (0.96153846 0.03846154) *
## 113) texture_worst>=4.879902 2 0 M (0.00000000 1.00000000) *
## 57) symmetry_worst>=-1.463197 6 0 M (0.00000000 1.00000000) *
## 29) compactness_se>=-3.629235 14 0 M (0.00000000 1.00000000) *
## 15) smoothness_mean< -2.307529 97 12 M (0.12371134 0.87628866)
## 30) texture_worst< 4.354728 6 0 B (1.00000000 0.00000000) *
## 31) texture_worst>=4.354728 91 6 M (0.06593407 0.93406593)
## 62) smoothness_worst< -1.637109 2 0 B (1.00000000 0.00000000) *
## 63) smoothness_worst>=-1.637109 89 4 M (0.04494382 0.95505618)
## 126) texture_mean< 2.976294 24 4 M (0.16666667 0.83333333) *
## 127) texture_mean>=2.976294 65 0 M (0.00000000 1.00000000) *
##
## $trees[[61]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 405 M (0.44407895 0.55592105)
## 2) texture_worst< 4.580648 395 176 B (0.55443038 0.44556962)
## 4) smoothness_mean< -2.391199 125 32 B (0.74400000 0.25600000)
## 8) smoothness_worst>=-1.600324 84 11 B (0.86904762 0.13095238)
## 16) symmetry_worst< -1.448573 82 9 B (0.89024390 0.10975610)
## 32) compactness_se>=-4.316443 56 1 B (0.98214286 0.01785714)
## 64) texture_worst>=4.280533 48 0 B (1.00000000 0.00000000) *
## 65) texture_worst< 4.280533 8 1 B (0.87500000 0.12500000) *
## 33) compactness_se< -4.316443 26 8 B (0.69230769 0.30769231)
## 66) texture_mean< 2.978454 21 3 B (0.85714286 0.14285714) *
## 67) texture_mean>=2.978454 5 0 M (0.00000000 1.00000000) *
## 17) symmetry_worst>=-1.448573 2 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst< -1.600324 41 20 M (0.48780488 0.51219512)
## 18) compactness_se< -4.407562 12 0 B (1.00000000 0.00000000) *
## 19) compactness_se>=-4.407562 29 8 M (0.27586207 0.72413793)
## 38) compactness_se>=-3.439472 12 5 B (0.58333333 0.41666667)
## 76) texture_mean< 3.038737 7 0 B (1.00000000 0.00000000) *
## 77) texture_mean>=3.038737 5 0 M (0.00000000 1.00000000) *
## 39) compactness_se< -3.439472 17 1 M (0.05882353 0.94117647)
## 78) texture_mean>=3.036253 1 0 B (1.00000000 0.00000000) *
## 79) texture_mean< 3.036253 16 0 M (0.00000000 1.00000000) *
## 5) smoothness_mean>=-2.391199 270 126 M (0.46666667 0.53333333)
## 10) texture_mean< 3.035912 244 121 B (0.50409836 0.49590164)
## 20) smoothness_worst< -1.48191 89 30 B (0.66292135 0.33707865)
## 40) texture_mean>=2.719309 79 21 B (0.73417722 0.26582278)
## 80) texture_mean< 2.892314 34 0 B (1.00000000 0.00000000) *
## 81) texture_mean>=2.892314 45 21 B (0.53333333 0.46666667) *
## 41) texture_mean< 2.719309 10 1 M (0.10000000 0.90000000)
## 82) compactness_se< -3.737252 1 0 B (1.00000000 0.00000000) *
## 83) compactness_se>=-3.737252 9 0 M (0.00000000 1.00000000) *
## 21) smoothness_worst>=-1.48191 155 64 M (0.41290323 0.58709677)
## 42) smoothness_worst>=-1.477976 111 51 B (0.54054054 0.45945946)
## 84) smoothness_worst< -1.472307 23 0 B (1.00000000 0.00000000) *
## 85) smoothness_worst>=-1.472307 88 37 M (0.42045455 0.57954545) *
## 43) smoothness_worst< -1.477976 44 4 M (0.09090909 0.90909091)
## 86) texture_worst< 4.136746 4 0 B (1.00000000 0.00000000) *
## 87) texture_worst>=4.136746 40 0 M (0.00000000 1.00000000) *
## 11) texture_mean>=3.035912 26 3 M (0.11538462 0.88461538)
## 22) texture_worst< 4.527762 3 0 B (1.00000000 0.00000000) *
## 23) texture_worst>=4.527762 23 0 M (0.00000000 1.00000000) *
## 3) texture_worst>=4.580648 517 186 M (0.35976789 0.64023211)
## 6) smoothness_mean< -2.508076 20 3 B (0.85000000 0.15000000)
## 12) compactness_se>=-4.667693 15 0 B (1.00000000 0.00000000) *
## 13) compactness_se< -4.667693 5 2 M (0.40000000 0.60000000)
## 26) texture_mean>=2.992821 2 0 B (1.00000000 0.00000000) *
## 27) texture_mean< 2.992821 3 0 M (0.00000000 1.00000000) *
## 7) smoothness_mean>=-2.508076 497 169 M (0.34004024 0.65995976)
## 14) smoothness_worst>=-1.400053 23 5 B (0.78260870 0.21739130)
## 28) compactness_se>=-3.466778 14 0 B (1.00000000 0.00000000) *
## 29) compactness_se< -3.466778 9 4 M (0.44444444 0.55555556)
## 58) smoothness_mean< -2.356979 4 0 B (1.00000000 0.00000000) *
## 59) smoothness_mean>=-2.356979 5 0 M (0.00000000 1.00000000) *
## 15) smoothness_worst< -1.400053 474 151 M (0.31856540 0.68143460)
## 30) texture_mean< 2.91424 26 9 B (0.65384615 0.34615385)
## 60) symmetry_worst< -1.370267 21 4 B (0.80952381 0.19047619)
## 120) texture_mean>=2.855863 16 0 B (1.00000000 0.00000000) *
## 121) texture_mean< 2.855863 5 1 M (0.20000000 0.80000000) *
## 61) symmetry_worst>=-1.370267 5 0 M (0.00000000 1.00000000) *
## 31) texture_mean>=2.91424 448 134 M (0.29910714 0.70089286)
## 62) symmetry_worst< -2.193154 40 17 B (0.57500000 0.42500000)
## 124) symmetry_worst>=-2.242858 24 5 B (0.79166667 0.20833333) *
## 125) symmetry_worst< -2.242858 16 4 M (0.25000000 0.75000000) *
## 63) symmetry_worst>=-2.193154 408 111 M (0.27205882 0.72794118)
## 126) compactness_se< -3.673868 255 87 M (0.34117647 0.65882353) *
## 127) compactness_se>=-3.673868 153 24 M (0.15686275 0.84313725) *
##
## $trees[[62]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 431 B (0.52741228 0.47258772)
## 2) smoothness_worst>=-1.476605 272 95 B (0.65073529 0.34926471)
## 4) symmetry_worst< -1.64088 154 37 B (0.75974026 0.24025974)
## 8) texture_mean< 2.933308 67 3 B (0.95522388 0.04477612)
## 16) compactness_se>=-3.961747 54 0 B (1.00000000 0.00000000) *
## 17) compactness_se< -3.961747 13 3 B (0.76923077 0.23076923)
## 34) texture_mean< 2.818375 10 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.818375 3 0 M (0.00000000 1.00000000) *
## 9) texture_mean>=2.933308 87 34 B (0.60919540 0.39080460)
## 18) texture_worst>=4.599485 72 19 B (0.73611111 0.26388889)
## 36) texture_worst< 4.871172 44 3 B (0.93181818 0.06818182)
## 72) texture_mean>=2.952217 41 0 B (1.00000000 0.00000000) *
## 73) texture_mean< 2.952217 3 0 M (0.00000000 1.00000000) *
## 37) texture_worst>=4.871172 28 12 M (0.42857143 0.57142857)
## 74) smoothness_worst>=-1.432414 11 0 B (1.00000000 0.00000000) *
## 75) smoothness_worst< -1.432414 17 1 M (0.05882353 0.94117647) *
## 19) texture_worst< 4.599485 15 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.64088 118 58 B (0.50847458 0.49152542)
## 10) symmetry_worst>=-1.631268 104 44 B (0.57692308 0.42307692)
## 20) smoothness_mean< -2.144789 88 31 B (0.64772727 0.35227273)
## 40) texture_mean< 2.777879 17 0 B (1.00000000 0.00000000) *
## 41) texture_mean>=2.777879 71 31 B (0.56338028 0.43661972)
## 82) texture_worst>=4.223381 60 20 B (0.66666667 0.33333333) *
## 83) texture_worst< 4.223381 11 0 M (0.00000000 1.00000000) *
## 21) smoothness_mean>=-2.144789 16 3 M (0.18750000 0.81250000)
## 42) smoothness_mean>=-2.000349 5 2 B (0.60000000 0.40000000)
## 84) texture_mean< 2.688296 3 0 B (1.00000000 0.00000000) *
## 85) texture_mean>=2.688296 2 0 M (0.00000000 1.00000000) *
## 43) smoothness_mean< -2.000349 11 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst< -1.631268 14 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst< -1.476605 640 304 M (0.47500000 0.52500000)
## 6) smoothness_worst< -1.501069 506 233 B (0.53952569 0.46047431)
## 12) texture_mean< 2.871568 66 14 B (0.78787879 0.21212121)
## 24) texture_mean>=2.772893 41 1 B (0.97560976 0.02439024)
## 48) compactness_se>=-4.157608 34 0 B (1.00000000 0.00000000) *
## 49) compactness_se< -4.157608 7 1 B (0.85714286 0.14285714)
## 98) compactness_se< -4.217097 6 0 B (1.00000000 0.00000000) *
## 99) compactness_se>=-4.217097 1 0 M (0.00000000 1.00000000) *
## 25) texture_mean< 2.772893 25 12 M (0.48000000 0.52000000)
## 50) smoothness_mean>=-2.298598 6 0 B (1.00000000 0.00000000) *
## 51) smoothness_mean< -2.298598 19 6 M (0.31578947 0.68421053)
## 102) compactness_se< -3.903511 3 0 B (1.00000000 0.00000000) *
## 103) compactness_se>=-3.903511 16 3 M (0.18750000 0.81250000) *
## 13) texture_mean>=2.871568 440 219 B (0.50227273 0.49772727)
## 26) texture_worst>=4.49992 364 161 B (0.55769231 0.44230769)
## 52) compactness_se>=-4.671834 336 138 B (0.58928571 0.41071429)
## 104) smoothness_mean< -2.407891 151 39 B (0.74172185 0.25827815) *
## 105) smoothness_mean>=-2.407891 185 86 M (0.46486486 0.53513514) *
## 53) compactness_se< -4.671834 28 5 M (0.17857143 0.82142857)
## 106) compactness_se< -4.938351 3 0 B (1.00000000 0.00000000) *
## 107) compactness_se>=-4.938351 25 2 M (0.08000000 0.92000000) *
## 27) texture_worst< 4.49992 76 18 M (0.23684211 0.76315789)
## 54) texture_worst< 4.389172 24 9 B (0.62500000 0.37500000)
## 108) smoothness_worst>=-1.59459 11 0 B (1.00000000 0.00000000) *
## 109) smoothness_worst< -1.59459 13 4 M (0.30769231 0.69230769) *
## 55) texture_worst>=4.389172 52 3 M (0.05769231 0.94230769)
## 110) smoothness_worst>=-1.530722 2 0 B (1.00000000 0.00000000) *
## 111) smoothness_worst< -1.530722 50 1 M (0.02000000 0.98000000) *
## 7) smoothness_worst>=-1.501069 134 31 M (0.23134328 0.76865672)
## 14) symmetry_worst>=-1.729382 63 26 M (0.41269841 0.58730159)
## 28) compactness_se< -4.198706 14 0 B (1.00000000 0.00000000) *
## 29) compactness_se>=-4.198706 49 12 M (0.24489796 0.75510204)
## 58) texture_mean>=3.355261 6 0 B (1.00000000 0.00000000) *
## 59) texture_mean< 3.355261 43 6 M (0.13953488 0.86046512)
## 118) texture_mean< 2.644674 3 0 B (1.00000000 0.00000000) *
## 119) texture_mean>=2.644674 40 3 M (0.07500000 0.92500000) *
## 15) symmetry_worst< -1.729382 71 5 M (0.07042254 0.92957746)
## 30) compactness_se>=-3.24425 3 1 B (0.66666667 0.33333333)
## 60) texture_mean< 2.938487 2 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=2.938487 1 0 M (0.00000000 1.00000000) *
## 31) compactness_se< -3.24425 68 3 M (0.04411765 0.95588235)
## 62) texture_mean< 2.755881 1 0 B (1.00000000 0.00000000) *
## 63) texture_mean>=2.755881 67 2 M (0.02985075 0.97014925)
## 126) smoothness_mean>=-2.224795 2 1 B (0.50000000 0.50000000) *
## 127) smoothness_mean< -2.224795 65 1 M (0.01538462 0.98461538) *
##
## $trees[[63]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 441 B (0.51644737 0.48355263)
## 2) texture_mean< 3.006425 464 183 B (0.60560345 0.39439655)
## 4) texture_worst< 4.609772 366 127 B (0.65300546 0.34699454)
## 8) smoothness_worst< -1.500463 194 48 B (0.75257732 0.24742268)
## 16) symmetry_worst>=-1.637868 52 1 B (0.98076923 0.01923077)
## 32) smoothness_worst>=-1.627077 51 0 B (1.00000000 0.00000000) *
## 33) smoothness_worst< -1.627077 1 0 M (0.00000000 1.00000000) *
## 17) symmetry_worst< -1.637868 142 47 B (0.66901408 0.33098592)
## 34) symmetry_worst< -1.787433 105 24 B (0.77142857 0.22857143)
## 68) texture_worst>=4.471737 49 0 B (1.00000000 0.00000000) *
## 69) texture_worst< 4.471737 56 24 B (0.57142857 0.42857143) *
## 35) symmetry_worst>=-1.787433 37 14 M (0.37837838 0.62162162)
## 70) smoothness_mean< -2.440597 12 2 B (0.83333333 0.16666667) *
## 71) smoothness_mean>=-2.440597 25 4 M (0.16000000 0.84000000) *
## 9) smoothness_worst>=-1.500463 172 79 B (0.54069767 0.45930233)
## 18) smoothness_mean>=-2.267218 104 29 B (0.72115385 0.27884615)
## 36) smoothness_mean< -2.241492 29 0 B (1.00000000 0.00000000) *
## 37) smoothness_mean>=-2.241492 75 29 B (0.61333333 0.38666667)
## 74) compactness_se< -3.646366 40 6 B (0.85000000 0.15000000) *
## 75) compactness_se>=-3.646366 35 12 M (0.34285714 0.65714286) *
## 19) smoothness_mean< -2.267218 68 18 M (0.26470588 0.73529412)
## 38) compactness_se< -3.88564 30 15 B (0.50000000 0.50000000)
## 76) compactness_se>=-3.961747 13 2 B (0.84615385 0.15384615) *
## 77) compactness_se< -3.961747 17 4 M (0.23529412 0.76470588) *
## 39) compactness_se>=-3.88564 38 3 M (0.07894737 0.92105263)
## 78) smoothness_mean< -2.416607 3 0 B (1.00000000 0.00000000) *
## 79) smoothness_mean>=-2.416607 35 0 M (0.00000000 1.00000000) *
## 5) texture_worst>=4.609772 98 42 M (0.42857143 0.57142857)
## 10) texture_worst>=4.622927 74 32 B (0.56756757 0.43243243)
## 20) texture_worst< 4.679467 22 2 B (0.90909091 0.09090909)
## 40) texture_mean>=2.855863 20 0 B (1.00000000 0.00000000) *
## 41) texture_mean< 2.855863 2 0 M (0.00000000 1.00000000) *
## 21) texture_worst>=4.679467 52 22 M (0.42307692 0.57692308)
## 42) symmetry_worst< -1.382725 43 21 B (0.51162791 0.48837209)
## 84) texture_mean< 2.934023 10 0 B (1.00000000 0.00000000) *
## 85) texture_mean>=2.934023 33 12 M (0.36363636 0.63636364) *
## 43) symmetry_worst>=-1.382725 9 0 M (0.00000000 1.00000000) *
## 11) texture_worst< 4.622927 24 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=3.006425 448 190 M (0.42410714 0.57589286)
## 6) compactness_se< -4.60264 19 0 B (1.00000000 0.00000000) *
## 7) compactness_se>=-4.60264 429 171 M (0.39860140 0.60139860)
## 14) texture_mean>=3.099415 210 100 B (0.52380952 0.47619048)
## 28) compactness_se< -3.334337 157 58 B (0.63057325 0.36942675)
## 56) compactness_se>=-3.902076 112 27 B (0.75892857 0.24107143)
## 112) texture_mean< 3.428781 101 16 B (0.84158416 0.15841584) *
## 113) texture_mean>=3.428781 11 0 M (0.00000000 1.00000000) *
## 57) compactness_se< -3.902076 45 14 M (0.31111111 0.68888889)
## 114) smoothness_worst< -1.552639 18 5 B (0.72222222 0.27777778) *
## 115) smoothness_worst>=-1.552639 27 1 M (0.03703704 0.96296296) *
## 29) compactness_se>=-3.334337 53 11 M (0.20754717 0.79245283)
## 58) symmetry_worst>=-1.545802 16 6 B (0.62500000 0.37500000)
## 116) texture_mean>=3.19534 10 0 B (1.00000000 0.00000000) *
## 117) texture_mean< 3.19534 6 0 M (0.00000000 1.00000000) *
## 59) symmetry_worst< -1.545802 37 1 M (0.02702703 0.97297297)
## 118) smoothness_worst>=-1.441158 1 0 B (1.00000000 0.00000000) *
## 119) smoothness_worst< -1.441158 36 0 M (0.00000000 1.00000000) *
## 15) texture_mean< 3.099415 219 61 M (0.27853881 0.72146119)
## 30) symmetry_worst< -1.661892 132 53 M (0.40151515 0.59848485)
## 60) symmetry_worst>=-2.081072 83 35 B (0.57831325 0.42168675)
## 120) texture_mean< 3.083741 62 17 B (0.72580645 0.27419355) *
## 121) texture_mean>=3.083741 21 3 M (0.14285714 0.85714286) *
## 61) symmetry_worst< -2.081072 49 5 M (0.10204082 0.89795918)
## 122) compactness_se< -3.949082 4 0 B (1.00000000 0.00000000) *
## 123) compactness_se>=-3.949082 45 1 M (0.02222222 0.97777778) *
## 31) symmetry_worst>=-1.661892 87 8 M (0.09195402 0.90804598)
## 62) compactness_se>=-3.492992 19 7 M (0.36842105 0.63157895)
## 124) texture_mean< 3.061016 9 2 B (0.77777778 0.22222222) *
## 125) texture_mean>=3.061016 10 0 M (0.00000000 1.00000000) *
## 63) compactness_se< -3.492992 68 1 M (0.01470588 0.98529412)
## 126) texture_worst< 4.485794 1 0 B (1.00000000 0.00000000) *
## 127) texture_worst>=4.485794 67 0 M (0.00000000 1.00000000) *
##
## $trees[[64]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 450 M (0.49342105 0.50657895)
## 2) texture_mean< 3.006425 500 201 B (0.59800000 0.40200000)
## 4) texture_mean>=3.001714 21 0 B (1.00000000 0.00000000) *
## 5) texture_mean< 3.001714 479 201 B (0.58037578 0.41962422)
## 10) texture_mean< 2.97604 425 165 B (0.61176471 0.38823529)
## 20) symmetry_worst>=-2.041855 391 140 B (0.64194373 0.35805627)
## 40) symmetry_worst< -1.294443 356 118 B (0.66853933 0.33146067)
## 80) compactness_se>=-3.344528 44 2 B (0.95454545 0.04545455) *
## 81) compactness_se< -3.344528 312 116 B (0.62820513 0.37179487) *
## 41) symmetry_worst>=-1.294443 35 13 M (0.37142857 0.62857143)
## 82) compactness_se>=-2.588521 11 0 B (1.00000000 0.00000000) *
## 83) compactness_se< -2.588521 24 2 M (0.08333333 0.91666667) *
## 21) symmetry_worst< -2.041855 34 9 M (0.26470588 0.73529412)
## 42) texture_mean< 2.764104 3 0 B (1.00000000 0.00000000) *
## 43) texture_mean>=2.764104 31 6 M (0.19354839 0.80645161)
## 86) smoothness_worst>=-1.529486 3 0 B (1.00000000 0.00000000) *
## 87) smoothness_worst< -1.529486 28 3 M (0.10714286 0.89285714) *
## 11) texture_mean>=2.97604 54 18 M (0.33333333 0.66666667)
## 22) smoothness_mean>=-2.303171 18 4 B (0.77777778 0.22222222)
## 44) smoothness_worst< -1.427784 14 0 B (1.00000000 0.00000000) *
## 45) smoothness_worst>=-1.427784 4 0 M (0.00000000 1.00000000) *
## 23) smoothness_mean< -2.303171 36 4 M (0.11111111 0.88888889)
## 46) smoothness_worst< -1.637109 4 0 B (1.00000000 0.00000000) *
## 47) smoothness_worst>=-1.637109 32 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=3.006425 412 151 M (0.36650485 0.63349515)
## 6) smoothness_worst< -1.618721 42 11 B (0.73809524 0.26190476)
## 12) compactness_se< -3.004445 31 2 B (0.93548387 0.06451613)
## 24) symmetry_worst>=-2.828019 29 0 B (1.00000000 0.00000000) *
## 25) symmetry_worst< -2.828019 2 0 M (0.00000000 1.00000000) *
## 13) compactness_se>=-3.004445 11 2 M (0.18181818 0.81818182)
## 26) texture_mean< 3.076827 2 0 B (1.00000000 0.00000000) *
## 27) texture_mean>=3.076827 9 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst>=-1.618721 370 120 M (0.32432432 0.67567568)
## 14) symmetry_worst< -2.023413 86 39 B (0.54651163 0.45348837)
## 28) texture_mean>=3.067819 59 16 B (0.72881356 0.27118644)
## 56) texture_mean< 3.321787 47 5 B (0.89361702 0.10638298)
## 112) smoothness_mean< -2.279391 44 2 B (0.95454545 0.04545455) *
## 113) smoothness_mean>=-2.279391 3 0 M (0.00000000 1.00000000) *
## 57) texture_mean>=3.321787 12 1 M (0.08333333 0.91666667)
## 114) texture_mean>=3.337721 1 0 B (1.00000000 0.00000000) *
## 115) texture_mean< 3.337721 11 0 M (0.00000000 1.00000000) *
## 29) texture_mean< 3.067819 27 4 M (0.14814815 0.85185185)
## 58) compactness_se>=-3.335805 4 1 B (0.75000000 0.25000000)
## 116) texture_mean>=3.032546 3 0 B (1.00000000 0.00000000) *
## 117) texture_mean< 3.032546 1 0 M (0.00000000 1.00000000) *
## 59) compactness_se< -3.335805 23 1 M (0.04347826 0.95652174)
## 118) compactness_se< -4.078062 1 0 B (1.00000000 0.00000000) *
## 119) compactness_se>=-4.078062 22 0 M (0.00000000 1.00000000) *
## 15) symmetry_worst>=-2.023413 284 73 M (0.25704225 0.74295775)
## 30) texture_worst>=4.80876 166 57 M (0.34337349 0.65662651)
## 60) texture_worst< 4.820212 11 0 B (1.00000000 0.00000000) *
## 61) texture_worst>=4.820212 155 46 M (0.29677419 0.70322581)
## 122) symmetry_worst>=-1.925345 125 46 M (0.36800000 0.63200000) *
## 123) symmetry_worst< -1.925345 30 0 M (0.00000000 1.00000000) *
## 31) texture_worst< 4.80876 118 16 M (0.13559322 0.86440678)
## 62) texture_mean< 3.022617 8 2 B (0.75000000 0.25000000)
## 124) symmetry_worst< -1.706686 6 0 B (1.00000000 0.00000000) *
## 125) symmetry_worst>=-1.706686 2 0 M (0.00000000 1.00000000) *
## 63) texture_mean>=3.022617 110 10 M (0.09090909 0.90909091)
## 126) smoothness_worst>=-1.506747 43 9 M (0.20930233 0.79069767) *
## 127) smoothness_worst< -1.506747 67 1 M (0.01492537 0.98507463) *
##
## $trees[[65]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 455 B (0.50109649 0.49890351)
## 2) symmetry_worst< -1.815238 366 142 B (0.61202186 0.38797814)
## 4) symmetry_worst>=-2.379234 341 120 B (0.64809384 0.35190616)
## 8) texture_worst< 4.897936 253 68 B (0.73122530 0.26877470)
## 16) texture_worst>=4.189433 227 50 B (0.77973568 0.22026432)
## 32) symmetry_worst>=-1.955552 105 11 B (0.89523810 0.10476190)
## 64) symmetry_worst< -1.857225 76 1 B (0.98684211 0.01315789) *
## 65) symmetry_worst>=-1.857225 29 10 B (0.65517241 0.34482759) *
## 33) symmetry_worst< -1.955552 122 39 B (0.68032787 0.31967213)
## 66) symmetry_worst< -1.964096 107 27 B (0.74766355 0.25233645) *
## 67) symmetry_worst>=-1.964096 15 3 M (0.20000000 0.80000000) *
## 17) texture_worst< 4.189433 26 8 M (0.30769231 0.69230769)
## 34) texture_mean< 2.753964 6 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.753964 20 2 M (0.10000000 0.90000000)
## 70) smoothness_mean< -2.479158 2 0 B (1.00000000 0.00000000) *
## 71) smoothness_mean>=-2.479158 18 0 M (0.00000000 1.00000000) *
## 9) texture_worst>=4.897936 88 36 M (0.40909091 0.59090909)
## 18) texture_worst>=4.987149 56 20 B (0.64285714 0.35714286)
## 36) smoothness_worst< -1.51239 44 9 B (0.79545455 0.20454545)
## 72) texture_mean< 3.313386 26 0 B (1.00000000 0.00000000) *
## 73) texture_mean>=3.313386 18 9 B (0.50000000 0.50000000) *
## 37) smoothness_worst>=-1.51239 12 1 M (0.08333333 0.91666667)
## 74) symmetry_worst< -2.219322 1 0 B (1.00000000 0.00000000) *
## 75) symmetry_worst>=-2.219322 11 0 M (0.00000000 1.00000000) *
## 19) texture_worst< 4.987149 32 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst< -2.379234 25 3 M (0.12000000 0.88000000)
## 10) texture_mean< 2.827797 2 0 B (1.00000000 0.00000000) *
## 11) texture_mean>=2.827797 23 1 M (0.04347826 0.95652174)
## 22) texture_mean>=3.276838 1 0 B (1.00000000 0.00000000) *
## 23) texture_mean< 3.276838 22 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.815238 546 233 M (0.42673993 0.57326007)
## 6) smoothness_worst>=-1.568787 457 220 M (0.48140044 0.51859956)
## 12) symmetry_worst>=-1.809351 429 209 B (0.51282051 0.48717949)
## 24) texture_worst< 4.50835 144 47 B (0.67361111 0.32638889)
## 48) symmetry_worst< -1.64088 50 2 B (0.96000000 0.04000000)
## 96) texture_mean< 2.973391 49 1 B (0.97959184 0.02040816) *
## 97) texture_mean>=2.973391 1 0 M (0.00000000 1.00000000) *
## 49) symmetry_worst>=-1.64088 94 45 B (0.52127660 0.47872340)
## 98) symmetry_worst>=-1.633673 83 34 B (0.59036145 0.40963855) *
## 99) symmetry_worst< -1.633673 11 0 M (0.00000000 1.00000000) *
## 25) texture_worst>=4.50835 285 123 M (0.43157895 0.56842105)
## 50) texture_worst>=4.555292 244 121 M (0.49590164 0.50409836)
## 100) symmetry_worst< -1.590948 134 52 B (0.61194030 0.38805970) *
## 101) symmetry_worst>=-1.590948 110 39 M (0.35454545 0.64545455) *
## 51) texture_worst< 4.555292 41 2 M (0.04878049 0.95121951)
## 102) texture_mean< 2.79419 1 0 B (1.00000000 0.00000000) *
## 103) texture_mean>=2.79419 40 1 M (0.02500000 0.97500000) *
## 13) symmetry_worst< -1.809351 28 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst< -1.568787 89 13 M (0.14606742 0.85393258)
## 14) texture_mean< 2.933058 5 0 B (1.00000000 0.00000000) *
## 15) texture_mean>=2.933058 84 8 M (0.09523810 0.90476190)
## 30) texture_worst< 4.334485 3 0 B (1.00000000 0.00000000) *
## 31) texture_worst>=4.334485 81 5 M (0.06172840 0.93827160)
## 62) compactness_se< -4.260936 16 4 M (0.25000000 0.75000000)
## 124) smoothness_mean>=-2.458527 4 0 B (1.00000000 0.00000000) *
## 125) smoothness_mean< -2.458527 12 0 M (0.00000000 1.00000000) *
## 63) compactness_se>=-4.260936 65 1 M (0.01538462 0.98461538)
## 126) smoothness_mean>=-2.358802 11 1 M (0.09090909 0.90909091) *
## 127) smoothness_mean< -2.358802 54 0 M (0.00000000 1.00000000) *
##
## $trees[[66]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 421 M (0.46162281 0.53837719)
## 2) texture_worst>=4.753106 310 132 B (0.57419355 0.42580645)
## 4) texture_mean< 3.243166 241 86 B (0.64315353 0.35684647)
## 8) texture_mean>=3.212856 61 3 B (0.95081967 0.04918033)
## 16) texture_worst< 5.194184 58 0 B (1.00000000 0.00000000) *
## 17) texture_worst>=5.194184 3 0 M (0.00000000 1.00000000) *
## 9) texture_mean< 3.212856 180 83 B (0.53888889 0.46111111)
## 18) compactness_se< -2.865029 166 69 B (0.58433735 0.41566265)
## 36) compactness_se>=-4.353745 141 48 B (0.65957447 0.34042553)
## 72) smoothness_worst< -1.52382 42 0 B (1.00000000 0.00000000) *
## 73) smoothness_worst>=-1.52382 99 48 B (0.51515152 0.48484848) *
## 37) compactness_se< -4.353745 25 4 M (0.16000000 0.84000000)
## 74) compactness_se< -4.899363 3 0 B (1.00000000 0.00000000) *
## 75) compactness_se>=-4.899363 22 1 M (0.04545455 0.95454545) *
## 19) compactness_se>=-2.865029 14 0 M (0.00000000 1.00000000) *
## 5) texture_mean>=3.243166 69 23 M (0.33333333 0.66666667)
## 10) symmetry_worst< -2.063958 16 5 B (0.68750000 0.31250000)
## 20) compactness_se< -3.424051 11 0 B (1.00000000 0.00000000) *
## 21) compactness_se>=-3.424051 5 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-2.063958 53 12 M (0.22641509 0.77358491)
## 22) texture_worst>=5.386175 20 10 B (0.50000000 0.50000000)
## 44) texture_mean< 3.407548 10 0 B (1.00000000 0.00000000) *
## 45) texture_mean>=3.407548 10 0 M (0.00000000 1.00000000) *
## 23) texture_worst< 5.386175 33 2 M (0.06060606 0.93939394)
## 46) smoothness_worst< -1.60979 2 0 B (1.00000000 0.00000000) *
## 47) smoothness_worst>=-1.60979 31 0 M (0.00000000 1.00000000) *
## 3) texture_worst< 4.753106 602 243 M (0.40365449 0.59634551)
## 6) compactness_se>=-2.749072 14 0 B (1.00000000 0.00000000) *
## 7) compactness_se< -2.749072 588 229 M (0.38945578 0.61054422)
## 14) compactness_se< -3.717089 303 147 M (0.48514851 0.51485149)
## 28) smoothness_worst< -1.451541 226 91 B (0.59734513 0.40265487)
## 56) texture_worst< 4.738904 214 79 B (0.63084112 0.36915888)
## 112) texture_mean>=2.922624 99 22 B (0.77777778 0.22222222) *
## 113) texture_mean< 2.922624 115 57 B (0.50434783 0.49565217) *
## 57) texture_worst>=4.738904 12 0 M (0.00000000 1.00000000) *
## 29) smoothness_worst>=-1.451541 77 12 M (0.15584416 0.84415584)
## 58) texture_mean< 2.803301 14 5 B (0.64285714 0.35714286)
## 116) smoothness_mean< -2.081877 9 0 B (1.00000000 0.00000000) *
## 117) smoothness_mean>=-2.081877 5 0 M (0.00000000 1.00000000) *
## 59) texture_mean>=2.803301 63 3 M (0.04761905 0.95238095)
## 118) texture_worst>=4.630824 2 0 B (1.00000000 0.00000000) *
## 119) texture_worst< 4.630824 61 1 M (0.01639344 0.98360656) *
## 15) compactness_se>=-3.717089 285 82 M (0.28771930 0.71228070)
## 30) texture_mean< 2.644674 14 0 B (1.00000000 0.00000000) *
## 31) texture_mean>=2.644674 271 68 M (0.25092251 0.74907749)
## 62) smoothness_worst>=-1.476409 73 32 M (0.43835616 0.56164384)
## 124) compactness_se< -3.294139 52 20 B (0.61538462 0.38461538) *
## 125) compactness_se>=-3.294139 21 0 M (0.00000000 1.00000000) *
## 63) smoothness_worst< -1.476409 198 36 M (0.18181818 0.81818182)
## 126) compactness_se>=-3.431316 69 25 M (0.36231884 0.63768116) *
## 127) compactness_se< -3.431316 129 11 M (0.08527132 0.91472868) *
##
## $trees[[67]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 399 M (0.43750000 0.56250000)
## 2) symmetry_worst>=-1.749963 460 226 B (0.50869565 0.49130435)
## 4) smoothness_mean< -2.214122 413 187 B (0.54721550 0.45278450)
## 8) compactness_se>=-4.671834 379 157 B (0.58575198 0.41424802)
## 16) smoothness_worst< -1.496036 180 49 B (0.72777778 0.27222222)
## 32) texture_mean< 3.00667 83 4 B (0.95180723 0.04819277)
## 64) smoothness_mean>=-2.521117 77 1 B (0.98701299 0.01298701) *
## 65) smoothness_mean< -2.521117 6 3 B (0.50000000 0.50000000) *
## 33) texture_mean>=3.00667 97 45 B (0.53608247 0.46391753)
## 66) texture_mean>=3.07915 67 18 B (0.73134328 0.26865672) *
## 67) texture_mean< 3.07915 30 3 M (0.10000000 0.90000000) *
## 17) smoothness_worst>=-1.496036 199 91 M (0.45728643 0.54271357)
## 34) symmetry_worst< -1.70946 25 2 B (0.92000000 0.08000000)
## 68) smoothness_worst>=-1.484675 23 0 B (1.00000000 0.00000000) *
## 69) smoothness_worst< -1.484675 2 0 M (0.00000000 1.00000000) *
## 35) symmetry_worst>=-1.70946 174 68 M (0.39080460 0.60919540)
## 70) compactness_se< -4.420355 16 0 B (1.00000000 0.00000000) *
## 71) compactness_se>=-4.420355 158 52 M (0.32911392 0.67088608) *
## 9) compactness_se< -4.671834 34 4 M (0.11764706 0.88235294)
## 18) smoothness_mean>=-2.441817 4 0 B (1.00000000 0.00000000) *
## 19) smoothness_mean< -2.441817 30 0 M (0.00000000 1.00000000) *
## 5) smoothness_mean>=-2.214122 47 8 M (0.17021277 0.82978723)
## 10) compactness_se< -3.646366 9 3 B (0.66666667 0.33333333)
## 20) texture_worst< 4.673074 7 1 B (0.85714286 0.14285714)
## 40) texture_mean>=2.553793 6 0 B (1.00000000 0.00000000) *
## 41) texture_mean< 2.553793 1 0 M (0.00000000 1.00000000) *
## 21) texture_worst>=4.673074 2 0 M (0.00000000 1.00000000) *
## 11) compactness_se>=-3.646366 38 2 M (0.05263158 0.94736842)
## 22) texture_mean>=2.991366 6 2 M (0.33333333 0.66666667)
## 44) texture_mean< 3.044522 2 0 B (1.00000000 0.00000000) *
## 45) texture_mean>=3.044522 4 0 M (0.00000000 1.00000000) *
## 23) texture_mean< 2.991366 32 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst< -1.749963 452 165 M (0.36504425 0.63495575)
## 6) symmetry_worst< -1.776275 378 158 M (0.41798942 0.58201058)
## 12) smoothness_worst< -1.603315 37 7 B (0.81081081 0.18918919)
## 24) smoothness_mean< -2.373736 32 2 B (0.93750000 0.06250000)
## 48) smoothness_mean>=-2.535018 24 0 B (1.00000000 0.00000000) *
## 49) smoothness_mean< -2.535018 8 2 B (0.75000000 0.25000000)
## 98) symmetry_worst< -2.137435 5 0 B (1.00000000 0.00000000) *
## 99) symmetry_worst>=-2.137435 3 1 M (0.33333333 0.66666667) *
## 25) smoothness_mean>=-2.373736 5 0 M (0.00000000 1.00000000) *
## 13) smoothness_worst>=-1.603315 341 128 M (0.37536657 0.62463343)
## 26) smoothness_mean>=-2.14559 12 0 B (1.00000000 0.00000000) *
## 27) smoothness_mean< -2.14559 329 116 M (0.35258359 0.64741641)
## 54) texture_worst< 4.907333 256 105 M (0.41015625 0.58984375)
## 108) texture_worst>=4.803681 18 0 B (1.00000000 0.00000000) *
## 109) texture_worst< 4.803681 238 87 M (0.36554622 0.63445378) *
## 55) texture_worst>=4.907333 73 11 M (0.15068493 0.84931507)
## 110) symmetry_worst< -2.207988 6 1 B (0.83333333 0.16666667) *
## 111) symmetry_worst>=-2.207988 67 6 M (0.08955224 0.91044776) *
## 7) symmetry_worst>=-1.776275 74 7 M (0.09459459 0.90540541)
## 14) texture_worst< 4.422428 16 6 M (0.37500000 0.62500000)
## 28) texture_mean>=2.842704 6 0 B (1.00000000 0.00000000) *
## 29) texture_mean< 2.842704 10 0 M (0.00000000 1.00000000) *
## 15) texture_worst>=4.422428 58 1 M (0.01724138 0.98275862)
## 30) smoothness_worst>=-1.385102 1 0 B (1.00000000 0.00000000) *
## 31) smoothness_worst< -1.385102 57 0 M (0.00000000 1.00000000) *
##
## $trees[[68]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 453 B (0.50328947 0.49671053)
## 2) smoothness_worst< -1.501069 487 209 B (0.57084189 0.42915811)
## 4) smoothness_worst>=-1.508375 42 4 B (0.90476190 0.09523810)
## 8) texture_mean< 3.143747 38 0 B (1.00000000 0.00000000) *
## 9) texture_mean>=3.143747 4 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst< -1.508375 445 205 B (0.53932584 0.46067416)
## 10) symmetry_worst< -1.787433 252 92 B (0.63492063 0.36507937)
## 20) symmetry_worst>=-2.222015 208 62 B (0.70192308 0.29807692)
## 40) smoothness_worst< -1.558926 98 16 B (0.83673469 0.16326531)
## 80) smoothness_mean< -2.332092 94 12 B (0.87234043 0.12765957) *
## 81) smoothness_mean>=-2.332092 4 0 M (0.00000000 1.00000000) *
## 41) smoothness_worst>=-1.558926 110 46 B (0.58181818 0.41818182)
## 82) smoothness_mean>=-2.347868 59 8 B (0.86440678 0.13559322) *
## 83) smoothness_mean< -2.347868 51 13 M (0.25490196 0.74509804) *
## 21) symmetry_worst< -2.222015 44 14 M (0.31818182 0.68181818)
## 42) smoothness_worst>=-1.543939 8 0 B (1.00000000 0.00000000) *
## 43) smoothness_worst< -1.543939 36 6 M (0.16666667 0.83333333)
## 86) texture_mean< 2.889781 4 0 B (1.00000000 0.00000000) *
## 87) texture_mean>=2.889781 32 2 M (0.06250000 0.93750000) *
## 11) symmetry_worst>=-1.787433 193 80 M (0.41450777 0.58549223)
## 22) symmetry_worst>=-1.750623 152 76 B (0.50000000 0.50000000)
## 44) symmetry_worst< -1.658507 36 6 B (0.83333333 0.16666667)
## 88) smoothness_mean< -2.400477 25 1 B (0.96000000 0.04000000) *
## 89) smoothness_mean>=-2.400477 11 5 B (0.54545455 0.45454545) *
## 45) symmetry_worst>=-1.658507 116 46 M (0.39655172 0.60344828)
## 90) smoothness_mean>=-2.450976 71 31 B (0.56338028 0.43661972) *
## 91) smoothness_mean< -2.450976 45 6 M (0.13333333 0.86666667) *
## 23) symmetry_worst< -1.750623 41 4 M (0.09756098 0.90243902)
## 46) smoothness_mean< -2.518446 2 0 B (1.00000000 0.00000000) *
## 47) smoothness_mean>=-2.518446 39 2 M (0.05128205 0.94871795)
## 94) texture_mean< 2.808677 1 0 B (1.00000000 0.00000000) *
## 95) texture_mean>=2.808677 38 1 M (0.02631579 0.97368421) *
## 3) smoothness_worst>=-1.501069 425 181 M (0.42588235 0.57411765)
## 6) compactness_se< -4.555012 23 0 B (1.00000000 0.00000000) *
## 7) compactness_se>=-4.555012 402 158 M (0.39303483 0.60696517)
## 14) compactness_se>=-2.588521 16 1 B (0.93750000 0.06250000)
## 28) texture_mean< 2.929061 15 0 B (1.00000000 0.00000000) *
## 29) texture_mean>=2.929061 1 0 M (0.00000000 1.00000000) *
## 15) compactness_se< -2.588521 386 143 M (0.37046632 0.62953368)
## 30) texture_worst< 4.110502 33 10 B (0.69696970 0.30303030)
## 60) texture_mean>=2.515298 24 3 B (0.87500000 0.12500000)
## 120) compactness_se< -2.975291 21 0 B (1.00000000 0.00000000) *
## 121) compactness_se>=-2.975291 3 0 M (0.00000000 1.00000000) *
## 61) texture_mean< 2.515298 9 2 M (0.22222222 0.77777778)
## 122) texture_worst< 3.759042 2 0 B (1.00000000 0.00000000) *
## 123) texture_worst>=3.759042 7 0 M (0.00000000 1.00000000) *
## 31) texture_worst>=4.110502 353 120 M (0.33994334 0.66005666)
## 62) texture_worst>=4.528527 219 94 M (0.42922374 0.57077626)
## 124) texture_worst< 4.858219 137 62 B (0.54744526 0.45255474) *
## 125) texture_worst>=4.858219 82 19 M (0.23170732 0.76829268) *
## 63) texture_worst< 4.528527 134 26 M (0.19402985 0.80597015)
## 126) compactness_se< -4.223651 5 0 B (1.00000000 0.00000000) *
## 127) compactness_se>=-4.223651 129 21 M (0.16279070 0.83720930) *
##
## $trees[[69]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 413 M (0.45285088 0.54714912)
## 2) texture_worst< 4.507201 277 119 B (0.57039711 0.42960289)
## 4) smoothness_worst>=-1.532607 166 57 B (0.65662651 0.34337349)
## 8) compactness_se< -4.045669 26 0 B (1.00000000 0.00000000) *
## 9) compactness_se>=-4.045669 140 57 B (0.59285714 0.40714286)
## 18) texture_mean>=2.870166 42 8 B (0.80952381 0.19047619)
## 36) compactness_se< -3.095053 37 3 B (0.91891892 0.08108108)
## 72) smoothness_mean>=-2.367524 36 2 B (0.94444444 0.05555556) *
## 73) smoothness_mean< -2.367524 1 0 M (0.00000000 1.00000000) *
## 37) compactness_se>=-3.095053 5 0 M (0.00000000 1.00000000) *
## 19) texture_mean< 2.870166 98 49 B (0.50000000 0.50000000)
## 38) compactness_se>=-3.931945 89 40 B (0.55056180 0.44943820)
## 76) texture_mean< 2.8622 82 33 B (0.59756098 0.40243902) *
## 77) texture_mean>=2.8622 7 0 M (0.00000000 1.00000000) *
## 39) compactness_se< -3.931945 9 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst< -1.532607 111 49 M (0.44144144 0.55855856)
## 10) compactness_se>=-3.392487 23 3 B (0.86956522 0.13043478)
## 20) texture_mean< 3.045208 20 0 B (1.00000000 0.00000000) *
## 21) texture_mean>=3.045208 3 0 M (0.00000000 1.00000000) *
## 11) compactness_se< -3.392487 88 29 M (0.32954545 0.67045455)
## 22) smoothness_worst< -1.642968 6 0 B (1.00000000 0.00000000) *
## 23) smoothness_worst>=-1.642968 82 23 M (0.28048780 0.71951220)
## 46) texture_worst>=4.467472 4 0 B (1.00000000 0.00000000) *
## 47) texture_worst< 4.467472 78 19 M (0.24358974 0.75641026)
## 94) compactness_se>=-4.270956 41 16 M (0.39024390 0.60975610) *
## 95) compactness_se< -4.270956 37 3 M (0.08108108 0.91891892) *
## 3) texture_worst>=4.507201 635 255 M (0.40157480 0.59842520)
## 6) texture_worst>=4.642157 396 195 M (0.49242424 0.50757576)
## 12) compactness_se< -3.483184 276 119 B (0.56884058 0.43115942)
## 24) compactness_se>=-3.494961 35 0 B (1.00000000 0.00000000) *
## 25) compactness_se< -3.494961 241 119 B (0.50622407 0.49377593)
## 50) compactness_se< -3.81785 178 73 B (0.58988764 0.41011236)
## 100) smoothness_mean>=-2.300091 45 6 B (0.86666667 0.13333333) *
## 101) smoothness_mean< -2.300091 133 66 M (0.49624060 0.50375940) *
## 51) compactness_se>=-3.81785 63 17 M (0.26984127 0.73015873)
## 102) smoothness_mean< -2.36463 19 3 B (0.84210526 0.15789474) *
## 103) smoothness_mean>=-2.36463 44 1 M (0.02272727 0.97727273) *
## 13) compactness_se>=-3.483184 120 38 M (0.31666667 0.68333333)
## 26) compactness_se>=-3.183454 57 26 B (0.54385965 0.45614035)
## 52) compactness_se< -2.790746 41 10 B (0.75609756 0.24390244)
## 104) smoothness_worst>=-1.521631 25 1 B (0.96000000 0.04000000) *
## 105) smoothness_worst< -1.521631 16 7 M (0.43750000 0.56250000) *
## 53) compactness_se>=-2.790746 16 0 M (0.00000000 1.00000000) *
## 27) compactness_se< -3.183454 63 7 M (0.11111111 0.88888889)
## 54) symmetry_worst< -1.775603 13 6 B (0.53846154 0.46153846)
## 108) compactness_se< -3.334337 7 0 B (1.00000000 0.00000000) *
## 109) compactness_se>=-3.334337 6 0 M (0.00000000 1.00000000) *
## 55) symmetry_worst>=-1.775603 50 0 M (0.00000000 1.00000000) *
## 7) texture_worst< 4.642157 239 60 M (0.25104603 0.74895397)
## 14) symmetry_worst< -1.816281 87 40 M (0.45977011 0.54022989)
## 28) texture_worst< 4.605004 52 15 B (0.71153846 0.28846154)
## 56) texture_mean< 3.07751 42 6 B (0.85714286 0.14285714)
## 112) compactness_se< -3.02233 36 0 B (1.00000000 0.00000000) *
## 113) compactness_se>=-3.02233 6 0 M (0.00000000 1.00000000) *
## 57) texture_mean>=3.07751 10 1 M (0.10000000 0.90000000)
## 114) compactness_se< -3.855102 1 0 B (1.00000000 0.00000000) *
## 115) compactness_se>=-3.855102 9 0 M (0.00000000 1.00000000) *
## 29) texture_worst>=4.605004 35 3 M (0.08571429 0.91428571)
## 58) compactness_se>=-3.425533 2 0 B (1.00000000 0.00000000) *
## 59) compactness_se< -3.425533 33 1 M (0.03030303 0.96969697)
## 118) compactness_se< -4.815906 1 0 B (1.00000000 0.00000000) *
## 119) compactness_se>=-4.815906 32 0 M (0.00000000 1.00000000) *
## 15) symmetry_worst>=-1.816281 152 20 M (0.13157895 0.86842105)
## 30) symmetry_worst>=-1.515658 14 6 B (0.57142857 0.42857143)
## 60) compactness_se< -4.218076 8 0 B (1.00000000 0.00000000) *
## 61) compactness_se>=-4.218076 6 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst< -1.515658 138 12 M (0.08695652 0.91304348)
## 62) symmetry_worst>=-1.749637 72 12 M (0.16666667 0.83333333)
## 124) symmetry_worst< -1.721554 2 0 B (1.00000000 0.00000000) *
## 125) symmetry_worst>=-1.721554 70 10 M (0.14285714 0.85714286) *
## 63) symmetry_worst< -1.749637 66 0 M (0.00000000 1.00000000) *
##
## $trees[[70]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 440 M (0.48245614 0.51754386)
## 2) smoothness_mean< -2.216408 803 389 B (0.51556663 0.48443337)
## 4) symmetry_worst< -2.01934 147 50 B (0.65986395 0.34013605)
## 8) symmetry_worst>=-2.49184 132 39 B (0.70454545 0.29545455)
## 16) smoothness_mean>=-2.35905 51 6 B (0.88235294 0.11764706)
## 32) smoothness_mean< -2.279391 47 2 B (0.95744681 0.04255319)
## 64) texture_worst< 4.893841 41 0 B (1.00000000 0.00000000) *
## 65) texture_worst>=4.893841 6 2 B (0.66666667 0.33333333) *
## 33) smoothness_mean>=-2.279391 4 0 M (0.00000000 1.00000000) *
## 17) smoothness_mean< -2.35905 81 33 B (0.59259259 0.40740741)
## 34) smoothness_worst< -1.604936 28 3 B (0.89285714 0.10714286)
## 68) texture_worst>=4.498003 22 0 B (1.00000000 0.00000000) *
## 69) texture_worst< 4.498003 6 3 B (0.50000000 0.50000000) *
## 35) smoothness_worst>=-1.604936 53 23 M (0.43396226 0.56603774)
## 70) compactness_se< -3.500483 38 15 B (0.60526316 0.39473684) *
## 71) compactness_se>=-3.500483 15 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst< -2.49184 15 4 M (0.26666667 0.73333333)
## 18) texture_worst< 4.28477 4 0 B (1.00000000 0.00000000) *
## 19) texture_worst>=4.28477 11 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-2.01934 656 317 M (0.48323171 0.51676829)
## 10) texture_mean< 3.033989 428 190 B (0.55607477 0.44392523)
## 20) texture_worst>=4.629476 100 19 B (0.81000000 0.19000000)
## 40) symmetry_worst< -1.353222 94 13 B (0.86170213 0.13829787)
## 80) texture_worst< 4.858219 83 6 B (0.92771084 0.07228916) *
## 81) texture_worst>=4.858219 11 4 M (0.36363636 0.63636364) *
## 41) symmetry_worst>=-1.353222 6 0 M (0.00000000 1.00000000) *
## 21) texture_worst< 4.629476 328 157 M (0.47865854 0.52134146)
## 42) smoothness_mean>=-2.231196 31 0 B (1.00000000 0.00000000) *
## 43) smoothness_mean< -2.231196 297 126 M (0.42424242 0.57575758)
## 86) texture_worst< 4.607573 265 126 M (0.47547170 0.52452830) *
## 87) texture_worst>=4.607573 32 0 M (0.00000000 1.00000000) *
## 11) texture_mean>=3.033989 228 79 M (0.34649123 0.65350877)
## 22) compactness_se< -3.824373 104 48 B (0.53846154 0.46153846)
## 44) compactness_se>=-3.902076 22 0 B (1.00000000 0.00000000) *
## 45) compactness_se< -3.902076 82 34 M (0.41463415 0.58536585)
## 90) compactness_se< -4.276957 38 10 B (0.73684211 0.26315789) *
## 91) compactness_se>=-4.276957 44 6 M (0.13636364 0.86363636) *
## 23) compactness_se>=-3.824373 124 23 M (0.18548387 0.81451613)
## 46) smoothness_worst>=-1.513087 66 22 M (0.33333333 0.66666667)
## 92) smoothness_mean< -2.323555 31 12 B (0.61290323 0.38709677) *
## 93) smoothness_mean>=-2.323555 35 3 M (0.08571429 0.91428571) *
## 47) smoothness_worst< -1.513087 58 1 M (0.01724138 0.98275862)
## 94) smoothness_worst< -1.610115 4 1 M (0.25000000 0.75000000) *
## 95) smoothness_worst>=-1.610115 54 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.216408 109 26 M (0.23853211 0.76146789)
## 6) symmetry_worst< -1.766269 23 9 B (0.60869565 0.39130435)
## 12) symmetry_worst>=-1.891461 11 0 B (1.00000000 0.00000000) *
## 13) symmetry_worst< -1.891461 12 3 M (0.25000000 0.75000000)
## 26) texture_mean< 2.909334 3 0 B (1.00000000 0.00000000) *
## 27) texture_mean>=2.909334 9 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-1.766269 86 12 M (0.13953488 0.86046512)
## 14) smoothness_mean>=-1.889548 5 0 B (1.00000000 0.00000000) *
## 15) smoothness_mean< -1.889548 81 7 M (0.08641975 0.91358025)
## 30) texture_mean>=3.039982 7 3 B (0.57142857 0.42857143)
## 60) texture_mean< 3.045947 4 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=3.045947 3 0 M (0.00000000 1.00000000) *
## 31) texture_mean< 3.039982 74 3 M (0.04054054 0.95945946)
## 62) compactness_se< -4.341409 1 0 B (1.00000000 0.00000000) *
## 63) compactness_se>=-4.341409 73 2 M (0.02739726 0.97260274)
## 126) smoothness_worst< -1.534923 1 0 B (1.00000000 0.00000000) *
## 127) smoothness_worst>=-1.534923 72 1 M (0.01388889 0.98611111) *
##
## $trees[[71]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 431 B (0.52741228 0.47258772)
## 2) texture_mean< 3.243166 863 389 B (0.54924681 0.45075319)
## 4) smoothness_mean< -2.21595 767 320 B (0.58279009 0.41720991)
## 8) texture_mean>=3.227241 31 0 B (1.00000000 0.00000000) *
## 9) texture_mean< 3.227241 736 320 B (0.56521739 0.43478261)
## 18) texture_mean< 2.976294 414 144 B (0.65217391 0.34782609)
## 36) symmetry_worst>=-1.990832 353 110 B (0.68838527 0.31161473)
## 72) symmetry_worst< -1.93369 28 0 B (1.00000000 0.00000000) *
## 73) symmetry_worst>=-1.93369 325 110 B (0.66153846 0.33846154) *
## 37) symmetry_worst< -1.990832 61 27 M (0.44262295 0.55737705)
## 74) texture_worst< 4.348203 20 4 B (0.80000000 0.20000000) *
## 75) texture_worst>=4.348203 41 11 M (0.26829268 0.73170732) *
## 19) texture_mean>=2.976294 322 146 M (0.45341615 0.54658385)
## 38) texture_mean>=2.987952 303 146 M (0.48184818 0.51815182)
## 76) texture_worst< 4.46124 11 0 B (1.00000000 0.00000000) *
## 77) texture_worst>=4.46124 292 135 M (0.46232877 0.53767123) *
## 39) texture_mean< 2.987952 19 0 M (0.00000000 1.00000000) *
## 5) smoothness_mean>=-2.21595 96 27 M (0.28125000 0.71875000)
## 10) smoothness_worst>=-1.427418 42 20 B (0.52380952 0.47619048)
## 20) symmetry_worst< -1.609472 19 1 B (0.94736842 0.05263158)
## 40) texture_mean< 3.052311 18 0 B (1.00000000 0.00000000) *
## 41) texture_mean>=3.052311 1 0 M (0.00000000 1.00000000) *
## 21) symmetry_worst>=-1.609472 23 4 M (0.17391304 0.82608696)
## 42) texture_worst< 4.269167 6 2 B (0.66666667 0.33333333)
## 84) compactness_se< -3.446692 4 0 B (1.00000000 0.00000000) *
## 85) compactness_se>=-3.446692 2 0 M (0.00000000 1.00000000) *
## 43) texture_worst>=4.269167 17 0 M (0.00000000 1.00000000) *
## 11) smoothness_worst< -1.427418 54 5 M (0.09259259 0.90740741)
## 22) symmetry_worst< -1.832745 8 4 B (0.50000000 0.50000000)
## 44) smoothness_worst>=-1.56036 5 1 B (0.80000000 0.20000000)
## 88) texture_mean< 3.018626 4 0 B (1.00000000 0.00000000) *
## 89) texture_mean>=3.018626 1 0 M (0.00000000 1.00000000) *
## 45) smoothness_worst< -1.56036 3 0 M (0.00000000 1.00000000) *
## 23) symmetry_worst>=-1.832745 46 1 M (0.02173913 0.97826087)
## 46) smoothness_worst< -1.534923 1 0 B (1.00000000 0.00000000) *
## 47) smoothness_worst>=-1.534923 45 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=3.243166 49 7 M (0.14285714 0.85714286)
## 6) smoothness_mean< -2.489159 3 0 B (1.00000000 0.00000000) *
## 7) smoothness_mean>=-2.489159 46 4 M (0.08695652 0.91304348)
## 14) texture_worst< 5.073596 4 2 B (0.50000000 0.50000000)
## 28) texture_mean>=3.285283 2 0 B (1.00000000 0.00000000) *
## 29) texture_mean< 3.285283 2 0 M (0.00000000 1.00000000) *
## 15) texture_worst>=5.073596 42 2 M (0.04761905 0.95238095)
## 30) texture_worst>=5.329405 19 2 M (0.10526316 0.89473684)
## 60) texture_worst< 5.353194 1 0 B (1.00000000 0.00000000) *
## 61) texture_worst>=5.353194 18 1 M (0.05555556 0.94444444)
## 122) compactness_se< -3.721197 3 1 M (0.33333333 0.66666667) *
## 123) compactness_se>=-3.721197 15 0 M (0.00000000 1.00000000) *
## 31) texture_worst< 5.329405 23 0 M (0.00000000 1.00000000) *
##
## $trees[[72]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 402 B (0.55921053 0.44078947)
## 2) smoothness_mean< -2.21595 822 332 B (0.59610706 0.40389294)
## 4) texture_mean>=3.212655 90 14 B (0.84444444 0.15555556)
## 8) texture_mean< 3.253357 57 2 B (0.96491228 0.03508772)
## 16) texture_worst>=4.714391 56 1 B (0.98214286 0.01785714)
## 32) smoothness_worst>=-1.528864 45 0 B (1.00000000 0.00000000) *
## 33) smoothness_worst< -1.528864 11 1 B (0.90909091 0.09090909)
## 66) texture_mean>=3.223863 10 0 B (1.00000000 0.00000000) *
## 67) texture_mean< 3.223863 1 0 M (0.00000000 1.00000000) *
## 17) texture_worst< 4.714391 1 0 M (0.00000000 1.00000000) *
## 9) texture_mean>=3.253357 33 12 B (0.63636364 0.36363636)
## 18) smoothness_worst< -1.482502 28 7 B (0.75000000 0.25000000)
## 36) texture_mean>=3.295449 25 4 B (0.84000000 0.16000000)
## 72) compactness_se>=-3.859901 17 0 B (1.00000000 0.00000000) *
## 73) compactness_se< -3.859901 8 4 B (0.50000000 0.50000000) *
## 37) texture_mean< 3.295449 3 0 M (0.00000000 1.00000000) *
## 19) smoothness_worst>=-1.482502 5 0 M (0.00000000 1.00000000) *
## 5) texture_mean< 3.212655 732 318 B (0.56557377 0.43442623)
## 10) smoothness_mean>=-2.235394 41 3 B (0.92682927 0.07317073)
## 20) texture_mean< 3.035465 38 0 B (1.00000000 0.00000000) *
## 21) texture_mean>=3.035465 3 0 M (0.00000000 1.00000000) *
## 11) smoothness_mean< -2.235394 691 315 B (0.54413893 0.45586107)
## 22) symmetry_worst< -1.64088 458 181 B (0.60480349 0.39519651)
## 44) smoothness_worst>=-1.480531 94 12 B (0.87234043 0.12765957)
## 88) smoothness_worst< -1.415395 84 4 B (0.95238095 0.04761905) *
## 89) smoothness_worst>=-1.415395 10 2 M (0.20000000 0.80000000) *
## 45) smoothness_worst< -1.480531 364 169 B (0.53571429 0.46428571)
## 90) smoothness_worst< -1.502284 310 120 B (0.61290323 0.38709677) *
## 91) smoothness_worst>=-1.502284 54 5 M (0.09259259 0.90740741) *
## 23) symmetry_worst>=-1.64088 233 99 M (0.42489270 0.57510730)
## 46) texture_mean< 2.918041 80 29 B (0.63750000 0.36250000)
## 92) symmetry_worst>=-1.63847 65 14 B (0.78461538 0.21538462) *
## 93) symmetry_worst< -1.63847 15 0 M (0.00000000 1.00000000) *
## 47) texture_mean>=2.918041 153 48 M (0.31372549 0.68627451)
## 94) compactness_se>=-3.502612 68 33 M (0.48529412 0.51470588) *
## 95) compactness_se< -3.502612 85 15 M (0.17647059 0.82352941) *
## 3) smoothness_mean>=-2.21595 90 20 M (0.22222222 0.77777778)
## 6) symmetry_worst< -1.766269 21 8 B (0.61904762 0.38095238)
## 12) texture_mean< 3.018626 10 0 B (1.00000000 0.00000000) *
## 13) texture_mean>=3.018626 11 3 M (0.27272727 0.72727273)
## 26) smoothness_worst>=-1.445744 3 0 B (1.00000000 0.00000000) *
## 27) smoothness_worst< -1.445744 8 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-1.766269 69 7 M (0.10144928 0.89855072)
## 14) smoothness_mean>=-1.879984 2 0 B (1.00000000 0.00000000) *
## 15) smoothness_mean< -1.879984 67 5 M (0.07462687 0.92537313)
## 30) smoothness_worst< -1.534923 1 0 B (1.00000000 0.00000000) *
## 31) smoothness_worst>=-1.534923 66 4 M (0.06060606 0.93939394)
## 62) smoothness_worst>=-1.369782 12 3 M (0.25000000 0.75000000)
## 124) texture_worst< 4.189732 3 0 B (1.00000000 0.00000000) *
## 125) texture_worst>=4.189732 9 0 M (0.00000000 1.00000000) *
## 63) smoothness_worst< -1.369782 54 1 M (0.01851852 0.98148148)
## 126) texture_mean>=3.039982 7 1 M (0.14285714 0.85714286) *
## 127) texture_mean< 3.039982 47 0 M (0.00000000 1.00000000) *
##
## $trees[[73]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 447 B (0.50986842 0.49013158)
## 2) symmetry_worst>=-1.557842 206 75 B (0.63592233 0.36407767)
## 4) symmetry_worst< -1.012175 195 64 B (0.67179487 0.32820513)
## 8) smoothness_worst>=-1.634758 188 57 B (0.69680851 0.30319149)
## 16) smoothness_mean>=-2.379583 145 33 B (0.77241379 0.22758621)
## 32) smoothness_mean< -2.281815 90 7 B (0.92222222 0.07777778)
## 64) smoothness_worst< -1.426496 78 3 B (0.96153846 0.03846154) *
## 65) smoothness_worst>=-1.426496 12 4 B (0.66666667 0.33333333) *
## 33) smoothness_mean>=-2.281815 55 26 B (0.52727273 0.47272727)
## 66) smoothness_mean>=-2.239141 42 13 B (0.69047619 0.30952381) *
## 67) smoothness_mean< -2.239141 13 0 M (0.00000000 1.00000000) *
## 17) smoothness_mean< -2.379583 43 19 M (0.44186047 0.55813953)
## 34) compactness_se>=-3.935452 16 2 B (0.87500000 0.12500000)
## 68) smoothness_mean< -2.402362 15 1 B (0.93333333 0.06666667) *
## 69) smoothness_mean>=-2.402362 1 0 M (0.00000000 1.00000000) *
## 35) compactness_se< -3.935452 27 5 M (0.18518519 0.81481481)
## 70) smoothness_worst< -1.556321 10 5 B (0.50000000 0.50000000) *
## 71) smoothness_worst>=-1.556321 17 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst< -1.634758 7 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.012175 11 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst< -1.557842 706 334 M (0.47308782 0.52691218)
## 6) smoothness_mean< -2.424301 170 65 B (0.61764706 0.38235294)
## 12) smoothness_mean>=-2.439212 24 0 B (1.00000000 0.00000000) *
## 13) smoothness_mean< -2.439212 146 65 B (0.55479452 0.44520548)
## 26) symmetry_worst>=-1.642754 13 0 B (1.00000000 0.00000000) *
## 27) symmetry_worst< -1.642754 133 65 B (0.51127820 0.48872180)
## 54) compactness_se>=-2.870592 12 0 B (1.00000000 0.00000000) *
## 55) compactness_se< -2.870592 121 56 M (0.46280992 0.53719008)
## 110) texture_mean< 2.76789 11 0 B (1.00000000 0.00000000) *
## 111) texture_mean>=2.76789 110 45 M (0.40909091 0.59090909) *
## 7) smoothness_mean>=-2.424301 536 229 M (0.42723881 0.57276119)
## 14) compactness_se< -4.605333 14 0 B (1.00000000 0.00000000) *
## 15) compactness_se>=-4.605333 522 215 M (0.41187739 0.58812261)
## 30) texture_mean< 2.705026 10 0 B (1.00000000 0.00000000) *
## 31) texture_mean>=2.705026 512 205 M (0.40039062 0.59960938)
## 62) texture_mean>=2.771267 455 198 M (0.43516484 0.56483516)
## 124) texture_worst< 4.26783 25 1 B (0.96000000 0.04000000) *
## 125) texture_worst>=4.26783 430 174 M (0.40465116 0.59534884) *
## 63) texture_mean< 2.771267 57 7 M (0.12280702 0.87719298)
## 126) compactness_se< -4.032921 5 0 B (1.00000000 0.00000000) *
## 127) compactness_se>=-4.032921 52 2 M (0.03846154 0.96153846) *
##
## $trees[[74]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 418 B (0.54166667 0.45833333)
## 2) compactness_se< -4.706178 24 1 B (0.95833333 0.04166667)
## 4) smoothness_worst>=-1.619004 23 0 B (1.00000000 0.00000000) *
## 5) smoothness_worst< -1.619004 1 0 M (0.00000000 1.00000000) *
## 3) compactness_se>=-4.706178 888 417 B (0.53040541 0.46959459)
## 6) compactness_se>=-4.676088 866 398 B (0.54041570 0.45958430)
## 12) compactness_se< -4.505325 41 5 B (0.87804878 0.12195122)
## 24) symmetry_worst>=-2.374205 36 0 B (1.00000000 0.00000000) *
## 25) symmetry_worst< -2.374205 5 0 M (0.00000000 1.00000000) *
## 13) compactness_se>=-4.505325 825 393 B (0.52363636 0.47636364)
## 26) texture_worst< 5.089316 763 347 B (0.54521625 0.45478375)
## 52) texture_worst>=4.753106 197 62 B (0.68527919 0.31472081)
## 104) compactness_se< -3.881758 88 14 B (0.84090909 0.15909091) *
## 105) compactness_se>=-3.881758 109 48 B (0.55963303 0.44036697) *
## 53) texture_worst< 4.753106 566 281 M (0.49646643 0.50353357)
## 106) symmetry_worst< -1.815934 216 80 B (0.62962963 0.37037037) *
## 107) symmetry_worst>=-1.815934 350 145 M (0.41428571 0.58571429) *
## 27) texture_worst>=5.089316 62 16 M (0.25806452 0.74193548)
## 54) smoothness_mean< -2.489159 4 0 B (1.00000000 0.00000000) *
## 55) smoothness_mean>=-2.489159 58 12 M (0.20689655 0.79310345)
## 110) texture_worst>=5.296558 29 12 M (0.41379310 0.58620690) *
## 111) texture_worst< 5.296558 29 0 M (0.00000000 1.00000000) *
## 7) compactness_se< -4.676088 22 3 M (0.13636364 0.86363636)
## 14) smoothness_mean>=-2.443464 2 0 B (1.00000000 0.00000000) *
## 15) smoothness_mean< -2.443464 20 1 M (0.05000000 0.95000000)
## 30) texture_worst< 4.52395 1 0 B (1.00000000 0.00000000) *
## 31) texture_worst>=4.52395 19 0 M (0.00000000 1.00000000) *
##
## $trees[[75]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 411 B (0.54934211 0.45065789)
## 2) smoothness_mean< -2.216408 837 356 B (0.57467145 0.42532855)
## 4) texture_mean>=2.841409 702 273 B (0.61111111 0.38888889)
## 8) texture_mean< 3.058002 419 131 B (0.68735084 0.31264916)
## 16) symmetry_worst< -1.45531 388 110 B (0.71649485 0.28350515)
## 32) smoothness_mean>=-2.453816 326 77 B (0.76380368 0.23619632)
## 64) symmetry_worst>=-1.990832 276 53 B (0.80797101 0.19202899) *
## 65) symmetry_worst< -1.990832 50 24 B (0.52000000 0.48000000) *
## 33) smoothness_mean< -2.453816 62 29 M (0.46774194 0.53225806)
## 66) smoothness_worst>=-1.54984 11 0 B (1.00000000 0.00000000) *
## 67) smoothness_worst< -1.54984 51 18 M (0.35294118 0.64705882) *
## 17) symmetry_worst>=-1.45531 31 10 M (0.32258065 0.67741935)
## 34) smoothness_mean< -2.338805 7 0 B (1.00000000 0.00000000) *
## 35) smoothness_mean>=-2.338805 24 3 M (0.12500000 0.87500000)
## 70) smoothness_mean>=-2.244807 3 0 B (1.00000000 0.00000000) *
## 71) smoothness_mean< -2.244807 21 0 M (0.00000000 1.00000000) *
## 9) texture_mean>=3.058002 283 141 M (0.49823322 0.50176678)
## 18) compactness_se< -3.477558 207 83 B (0.59903382 0.40096618)
## 36) smoothness_worst< -1.436494 186 62 B (0.66666667 0.33333333)
## 72) smoothness_mean>=-2.301736 40 2 B (0.95000000 0.05000000) *
## 73) smoothness_mean< -2.301736 146 60 B (0.58904110 0.41095890) *
## 37) smoothness_worst>=-1.436494 21 0 M (0.00000000 1.00000000) *
## 19) compactness_se>=-3.477558 76 17 M (0.22368421 0.77631579)
## 38) smoothness_mean< -2.412109 36 16 M (0.44444444 0.55555556)
## 76) compactness_se>=-3.116272 22 6 B (0.72727273 0.27272727) *
## 77) compactness_se< -3.116272 14 0 M (0.00000000 1.00000000) *
## 39) smoothness_mean>=-2.412109 40 1 M (0.02500000 0.97500000)
## 78) compactness_se< -3.449233 1 0 B (1.00000000 0.00000000) *
## 79) compactness_se>=-3.449233 39 0 M (0.00000000 1.00000000) *
## 5) texture_mean< 2.841409 135 52 M (0.38518519 0.61481481)
## 10) smoothness_mean< -2.443746 14 0 B (1.00000000 0.00000000) *
## 11) smoothness_mean>=-2.443746 121 38 M (0.31404959 0.68595041)
## 22) smoothness_mean>=-2.396281 94 38 M (0.40425532 0.59574468)
## 44) symmetry_worst< -1.93369 11 0 B (1.00000000 0.00000000) *
## 45) symmetry_worst>=-1.93369 83 27 M (0.32530120 0.67469880)
## 90) smoothness_worst< -1.482701 32 13 B (0.59375000 0.40625000) *
## 91) smoothness_worst>=-1.482701 51 8 M (0.15686275 0.84313725) *
## 23) smoothness_mean< -2.396281 27 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.216408 75 20 M (0.26666667 0.73333333)
## 6) smoothness_worst>=-1.409741 25 11 B (0.56000000 0.44000000)
## 12) symmetry_worst< -1.627774 11 1 B (0.90909091 0.09090909)
## 24) compactness_se>=-3.924204 10 0 B (1.00000000 0.00000000) *
## 25) compactness_se< -3.924204 1 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst>=-1.627774 14 4 M (0.28571429 0.71428571)
## 26) compactness_se< -3.969137 4 0 B (1.00000000 0.00000000) *
## 27) compactness_se>=-3.969137 10 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst< -1.409741 50 6 M (0.12000000 0.88000000)
## 14) compactness_se< -4.341409 2 0 B (1.00000000 0.00000000) *
## 15) compactness_se>=-4.341409 48 4 M (0.08333333 0.91666667)
## 30) texture_mean< 2.909334 19 4 M (0.21052632 0.78947368)
## 60) smoothness_worst< -1.449106 6 2 B (0.66666667 0.33333333)
## 120) symmetry_worst< -1.492925 4 0 B (1.00000000 0.00000000) *
## 121) symmetry_worst>=-1.492925 2 0 M (0.00000000 1.00000000) *
## 61) smoothness_worst>=-1.449106 13 0 M (0.00000000 1.00000000) *
## 31) texture_mean>=2.909334 29 0 M (0.00000000 1.00000000) *
##
## $trees[[76]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 440 M (0.48245614 0.51754386)
## 2) smoothness_worst< -1.604472 104 35 B (0.66346154 0.33653846)
## 4) texture_worst>=4.576562 63 9 B (0.85714286 0.14285714)
## 8) symmetry_worst< -1.550826 55 4 B (0.92727273 0.07272727)
## 16) compactness_se>=-4.477251 40 0 B (1.00000000 0.00000000) *
## 17) compactness_se< -4.477251 15 4 B (0.73333333 0.26666667)
## 34) symmetry_worst< -1.874628 10 0 B (1.00000000 0.00000000) *
## 35) symmetry_worst>=-1.874628 5 1 M (0.20000000 0.80000000)
## 70) texture_mean>=3.296262 1 0 B (1.00000000 0.00000000) *
## 71) texture_mean< 3.296262 4 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst>=-1.550826 8 3 M (0.37500000 0.62500000)
## 18) texture_mean< 2.967432 3 0 B (1.00000000 0.00000000) *
## 19) texture_mean>=2.967432 5 0 M (0.00000000 1.00000000) *
## 5) texture_worst< 4.576562 41 15 M (0.36585366 0.63414634)
## 10) texture_worst< 4.48644 12 0 B (1.00000000 0.00000000) *
## 11) texture_worst>=4.48644 29 3 M (0.10344828 0.89655172)
## 22) texture_mean< 2.935975 2 0 B (1.00000000 0.00000000) *
## 23) texture_mean>=2.935975 27 1 M (0.03703704 0.96296296)
## 46) texture_mean>=3.086027 3 1 M (0.33333333 0.66666667)
## 92) texture_mean< 3.157578 1 0 B (1.00000000 0.00000000) *
## 93) texture_mean>=3.157578 2 0 M (0.00000000 1.00000000) *
## 47) texture_mean< 3.086027 24 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst>=-1.604472 808 371 M (0.45915842 0.54084158)
## 6) compactness_se< -4.691273 18 0 B (1.00000000 0.00000000) *
## 7) compactness_se>=-4.691273 790 353 M (0.44683544 0.55316456)
## 14) smoothness_mean>=-2.354774 459 222 B (0.51633987 0.48366013)
## 28) smoothness_worst>=-1.563512 438 201 B (0.54109589 0.45890411)
## 56) compactness_se< -4.025757 80 13 B (0.83750000 0.16250000)
## 112) symmetry_worst< -1.782735 32 0 B (1.00000000 0.00000000) *
## 113) symmetry_worst>=-1.782735 48 13 B (0.72916667 0.27083333) *
## 57) compactness_se>=-4.025757 358 170 M (0.47486034 0.52513966)
## 114) texture_worst< 4.896309 311 146 B (0.53054662 0.46945338) *
## 115) texture_worst>=4.896309 47 5 M (0.10638298 0.89361702) *
## 29) smoothness_worst< -1.563512 21 0 M (0.00000000 1.00000000) *
## 15) smoothness_mean< -2.354774 331 116 M (0.35045317 0.64954683)
## 30) smoothness_mean< -2.362071 291 116 M (0.39862543 0.60137457)
## 60) compactness_se>=-3.941776 149 66 B (0.55704698 0.44295302)
## 120) texture_mean< 2.956199 54 10 B (0.81481481 0.18518519) *
## 121) texture_mean>=2.956199 95 39 M (0.41052632 0.58947368) *
## 61) compactness_se< -3.941776 142 33 M (0.23239437 0.76760563)
## 122) texture_mean< 2.790579 5 0 B (1.00000000 0.00000000) *
## 123) texture_mean>=2.790579 137 28 M (0.20437956 0.79562044) *
## 31) smoothness_mean>=-2.362071 40 0 M (0.00000000 1.00000000) *
##
## $trees[[77]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 443 M (0.48574561 0.51425439)
## 2) smoothness_mean< -2.335108 472 208 B (0.55932203 0.44067797)
## 4) smoothness_mean>=-2.354774 61 5 B (0.91803279 0.08196721)
## 8) smoothness_worst< -1.435092 56 0 B (1.00000000 0.00000000) *
## 9) smoothness_worst>=-1.435092 5 0 M (0.00000000 1.00000000) *
## 5) smoothness_mean< -2.354774 411 203 B (0.50608273 0.49391727)
## 10) smoothness_mean< -2.361009 379 172 B (0.54617414 0.45382586)
## 20) compactness_se>=-3.599588 105 32 B (0.69523810 0.30476190)
## 40) smoothness_worst>=-1.513087 40 2 B (0.95000000 0.05000000)
## 80) symmetry_worst< -1.365989 38 0 B (1.00000000 0.00000000) *
## 81) symmetry_worst>=-1.365989 2 0 M (0.00000000 1.00000000) *
## 41) smoothness_worst< -1.513087 65 30 B (0.53846154 0.46153846)
## 82) compactness_se< -3.500148 15 0 B (1.00000000 0.00000000) *
## 83) compactness_se>=-3.500148 50 20 M (0.40000000 0.60000000) *
## 21) compactness_se< -3.599588 274 134 M (0.48905109 0.51094891)
## 42) compactness_se< -3.716882 237 109 B (0.54008439 0.45991561)
## 84) compactness_se>=-3.941776 43 4 B (0.90697674 0.09302326) *
## 85) compactness_se< -3.941776 194 89 M (0.45876289 0.54123711) *
## 43) compactness_se>=-3.716882 37 6 M (0.16216216 0.83783784)
## 86) symmetry_worst< -1.857709 6 1 B (0.83333333 0.16666667) *
## 87) symmetry_worst>=-1.857709 31 1 M (0.03225806 0.96774194) *
## 11) smoothness_mean>=-2.361009 32 1 M (0.03125000 0.96875000)
## 22) compactness_se>=-3.061101 1 0 B (1.00000000 0.00000000) *
## 23) compactness_se< -3.061101 31 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.335108 440 179 M (0.40681818 0.59318182)
## 6) smoothness_mean>=-2.328057 391 175 M (0.44757033 0.55242967)
## 12) compactness_se< -4.02632 75 21 B (0.72000000 0.28000000)
## 24) smoothness_mean>=-2.291157 50 3 B (0.94000000 0.06000000)
## 48) texture_worst< 5.105262 49 2 B (0.95918367 0.04081633)
## 96) compactness_se>=-4.183218 41 0 B (1.00000000 0.00000000) *
## 97) compactness_se< -4.183218 8 2 B (0.75000000 0.25000000) *
## 49) texture_worst>=5.105262 1 0 M (0.00000000 1.00000000) *
## 25) smoothness_mean< -2.291157 25 7 M (0.28000000 0.72000000)
## 50) compactness_se>=-4.101376 6 0 B (1.00000000 0.00000000) *
## 51) compactness_se< -4.101376 19 1 M (0.05263158 0.94736842)
## 102) texture_worst>=4.58977 4 1 M (0.25000000 0.75000000) *
## 103) texture_worst< 4.58977 15 0 M (0.00000000 1.00000000) *
## 13) compactness_se>=-4.02632 316 121 M (0.38291139 0.61708861)
## 26) smoothness_mean< -2.2971 109 46 B (0.57798165 0.42201835)
## 52) texture_worst< 4.693641 65 14 B (0.78461538 0.21538462)
## 104) texture_mean>=2.717337 52 1 B (0.98076923 0.01923077) *
## 105) texture_mean< 2.717337 13 0 M (0.00000000 1.00000000) *
## 53) texture_worst>=4.693641 44 12 M (0.27272727 0.72727273)
## 106) smoothness_worst< -1.50249 15 3 B (0.80000000 0.20000000) *
## 107) smoothness_worst>=-1.50249 29 0 M (0.00000000 1.00000000) *
## 27) smoothness_mean>=-2.2971 207 58 M (0.28019324 0.71980676)
## 54) compactness_se>=-2.455682 7 0 B (1.00000000 0.00000000) *
## 55) compactness_se< -2.455682 200 51 M (0.25500000 0.74500000)
## 110) smoothness_mean>=-2.274485 158 49 M (0.31012658 0.68987342) *
## 111) smoothness_mean< -2.274485 42 2 M (0.04761905 0.95238095) *
## 7) smoothness_mean< -2.328057 49 4 M (0.08163265 0.91836735)
## 14) texture_mean< 2.876638 3 0 B (1.00000000 0.00000000) *
## 15) texture_mean>=2.876638 46 1 M (0.02173913 0.97826087)
## 30) texture_worst< 4.437118 1 0 B (1.00000000 0.00000000) *
## 31) texture_worst>=4.437118 45 0 M (0.00000000 1.00000000) *
##
## $trees[[78]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 413 B (0.54714912 0.45285088)
## 2) smoothness_mean< -2.424301 273 72 B (0.73626374 0.26373626)
## 4) texture_mean< 3.070839 156 22 B (0.85897436 0.14102564)
## 8) texture_worst>=3.959578 150 17 B (0.88666667 0.11333333)
## 16) symmetry_worst< -1.624417 119 8 B (0.93277311 0.06722689)
## 32) smoothness_mean>=-2.467991 55 0 B (1.00000000 0.00000000) *
## 33) smoothness_mean< -2.467991 64 8 B (0.87500000 0.12500000)
## 66) smoothness_mean< -2.468758 62 6 B (0.90322581 0.09677419) *
## 67) smoothness_mean>=-2.468758 2 0 M (0.00000000 1.00000000) *
## 17) symmetry_worst>=-1.624417 31 9 B (0.70967742 0.29032258)
## 34) texture_mean< 2.904559 18 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.904559 13 4 M (0.30769231 0.69230769)
## 70) smoothness_mean>=-2.447579 5 1 B (0.80000000 0.20000000) *
## 71) smoothness_mean< -2.447579 8 0 M (0.00000000 1.00000000) *
## 9) texture_worst< 3.959578 6 1 M (0.16666667 0.83333333)
## 18) texture_mean< 2.707858 1 0 B (1.00000000 0.00000000) *
## 19) texture_mean>=2.707858 5 0 M (0.00000000 1.00000000) *
## 5) texture_mean>=3.070839 117 50 B (0.57264957 0.42735043)
## 10) symmetry_worst< -1.541072 103 36 B (0.65048544 0.34951456)
## 20) smoothness_mean>=-2.439903 21 0 B (1.00000000 0.00000000) *
## 21) smoothness_mean< -2.439903 82 36 B (0.56097561 0.43902439)
## 42) smoothness_worst< -1.532695 67 21 B (0.68656716 0.31343284)
## 84) texture_mean>=3.089887 55 12 B (0.78181818 0.21818182) *
## 85) texture_mean< 3.089887 12 3 M (0.25000000 0.75000000) *
## 43) smoothness_worst>=-1.532695 15 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-1.541072 14 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.424301 639 298 M (0.46635368 0.53364632)
## 6) symmetry_worst>=-1.9261 478 230 B (0.51882845 0.48117155)
## 12) symmetry_worst< -1.857225 36 3 B (0.91666667 0.08333333)
## 24) texture_worst< 4.983098 35 2 B (0.94285714 0.05714286)
## 48) smoothness_mean>=-2.390216 31 0 B (1.00000000 0.00000000) *
## 49) smoothness_mean< -2.390216 4 2 B (0.50000000 0.50000000)
## 98) texture_mean< 3.043832 2 0 B (1.00000000 0.00000000) *
## 99) texture_mean>=3.043832 2 0 M (0.00000000 1.00000000) *
## 25) texture_worst>=4.983098 1 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst>=-1.857225 442 215 M (0.48642534 0.51357466)
## 26) compactness_se< -4.480629 20 0 B (1.00000000 0.00000000) *
## 27) compactness_se>=-4.480629 422 195 M (0.46208531 0.53791469)
## 54) texture_worst< 4.514456 161 68 B (0.57763975 0.42236025)
## 108) texture_worst>=4.368168 60 13 B (0.78333333 0.21666667) *
## 109) texture_worst< 4.368168 101 46 M (0.45544554 0.54455446) *
## 55) texture_worst>=4.514456 261 102 M (0.39080460 0.60919540)
## 110) texture_worst>=4.555292 228 102 M (0.44736842 0.55263158) *
## 111) texture_worst< 4.555292 33 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst< -1.9261 161 50 M (0.31055901 0.68944099)
## 14) symmetry_worst< -1.964096 104 46 M (0.44230769 0.55769231)
## 28) symmetry_worst>=-1.98727 15 0 B (1.00000000 0.00000000) *
## 29) symmetry_worst< -1.98727 89 31 M (0.34831461 0.65168539)
## 58) symmetry_worst< -2.207519 22 7 B (0.68181818 0.31818182)
## 116) symmetry_worst>=-2.379234 14 0 B (1.00000000 0.00000000) *
## 117) symmetry_worst< -2.379234 8 1 M (0.12500000 0.87500000) *
## 59) symmetry_worst>=-2.207519 67 16 M (0.23880597 0.76119403)
## 118) texture_worst< 4.614874 15 5 B (0.66666667 0.33333333) *
## 119) texture_worst>=4.614874 52 6 M (0.11538462 0.88461538) *
## 15) symmetry_worst>=-1.964096 57 4 M (0.07017544 0.92982456)
## 30) compactness_se>=-3.593781 4 1 B (0.75000000 0.25000000)
## 60) texture_mean< 3.008509 3 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=3.008509 1 0 M (0.00000000 1.00000000) *
## 31) compactness_se< -3.593781 53 1 M (0.01886792 0.98113208)
## 62) smoothness_mean>=-2.225218 1 0 B (1.00000000 0.00000000) *
## 63) smoothness_mean< -2.225218 52 0 M (0.00000000 1.00000000) *
##
## $trees[[79]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 402 B (0.55921053 0.44078947)
## 2) compactness_se< -4.706178 34 1 B (0.97058824 0.02941176)
## 4) symmetry_worst< -1.284644 33 0 B (1.00000000 0.00000000) *
## 5) symmetry_worst>=-1.284644 1 0 M (0.00000000 1.00000000) *
## 3) compactness_se>=-4.706178 878 401 B (0.54328018 0.45671982)
## 6) compactness_se>=-4.668035 859 384 B (0.55296857 0.44703143)
## 12) symmetry_worst>=-1.9261 660 271 B (0.58939394 0.41060606)
## 24) smoothness_mean< -2.333148 295 94 B (0.68135593 0.31864407)
## 48) smoothness_mean>=-2.354616 44 3 B (0.93181818 0.06818182)
## 96) smoothness_worst< -1.435092 41 0 B (1.00000000 0.00000000) *
## 97) smoothness_worst>=-1.435092 3 0 M (0.00000000 1.00000000) *
## 49) smoothness_mean< -2.354616 251 91 B (0.63745020 0.36254980)
## 98) smoothness_mean< -2.360798 235 76 B (0.67659574 0.32340426) *
## 99) smoothness_mean>=-2.360798 16 1 M (0.06250000 0.93750000) *
## 25) smoothness_mean>=-2.333148 365 177 B (0.51506849 0.48493151)
## 50) compactness_se< -3.294139 297 129 B (0.56565657 0.43434343)
## 100) compactness_se>=-3.494301 66 12 B (0.81818182 0.18181818) *
## 101) compactness_se< -3.494301 231 114 M (0.49350649 0.50649351) *
## 51) compactness_se>=-3.294139 68 20 M (0.29411765 0.70588235)
## 102) smoothness_mean>=-2.239141 32 13 B (0.59375000 0.40625000) *
## 103) smoothness_mean< -2.239141 36 1 M (0.02777778 0.97222222) *
## 13) symmetry_worst< -1.9261 199 86 M (0.43216080 0.56783920)
## 26) texture_worst>=4.646117 81 32 B (0.60493827 0.39506173)
## 52) smoothness_worst< -1.560235 36 3 B (0.91666667 0.08333333)
## 104) compactness_se< -2.810352 34 1 B (0.97058824 0.02941176) *
## 105) compactness_se>=-2.810352 2 0 M (0.00000000 1.00000000) *
## 53) smoothness_worst>=-1.560235 45 16 M (0.35555556 0.64444444)
## 106) compactness_se>=-3.747654 18 4 B (0.77777778 0.22222222) *
## 107) compactness_se< -3.747654 27 2 M (0.07407407 0.92592593) *
## 27) texture_worst< 4.646117 118 37 M (0.31355932 0.68644068)
## 54) texture_mean< 2.758426 9 0 B (1.00000000 0.00000000) *
## 55) texture_mean>=2.758426 109 28 M (0.25688073 0.74311927)
## 110) smoothness_mean>=-2.289177 7 0 B (1.00000000 0.00000000) *
## 111) smoothness_mean< -2.289177 102 21 M (0.20588235 0.79411765) *
## 7) compactness_se< -4.668035 19 2 M (0.10526316 0.89473684)
## 14) smoothness_mean>=-2.443464 2 0 B (1.00000000 0.00000000) *
## 15) smoothness_mean< -2.443464 17 0 M (0.00000000 1.00000000) *
##
## $trees[[80]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 403 B (0.55811404 0.44188596)
## 2) compactness_se< -3.721197 517 187 B (0.63829787 0.36170213)
## 4) compactness_se>=-3.757389 40 0 B (1.00000000 0.00000000) *
## 5) compactness_se< -3.757389 477 187 B (0.60796646 0.39203354)
## 10) texture_mean< 2.755881 33 2 B (0.93939394 0.06060606)
## 20) smoothness_mean< -2.165734 31 0 B (1.00000000 0.00000000) *
## 21) smoothness_mean>=-2.165734 2 0 M (0.00000000 1.00000000) *
## 11) texture_mean>=2.755881 444 185 B (0.58333333 0.41666667)
## 22) texture_mean>=2.760642 431 172 B (0.60092807 0.39907193)
## 44) texture_worst< 5.273054 408 154 B (0.62254902 0.37745098)
## 88) texture_mean>=3.210432 30 1 B (0.96666667 0.03333333) *
## 89) texture_mean< 3.210432 378 153 B (0.59523810 0.40476190) *
## 45) texture_worst>=5.273054 23 5 M (0.21739130 0.78260870)
## 90) compactness_se< -4.269248 5 0 B (1.00000000 0.00000000) *
## 91) compactness_se>=-4.269248 18 0 M (0.00000000 1.00000000) *
## 23) texture_mean< 2.760642 13 0 M (0.00000000 1.00000000) *
## 3) compactness_se>=-3.721197 395 179 M (0.45316456 0.54683544)
## 6) compactness_se>=-3.530168 264 116 B (0.56060606 0.43939394)
## 12) texture_mean< 3.064089 185 65 B (0.64864865 0.35135135)
## 24) smoothness_mean< -2.385259 42 2 B (0.95238095 0.04761905)
## 48) compactness_se>=-3.483667 39 0 B (1.00000000 0.00000000) *
## 49) compactness_se< -3.483667 3 1 M (0.33333333 0.66666667)
## 98) texture_mean< 2.743416 1 0 B (1.00000000 0.00000000) *
## 99) texture_mean>=2.743416 2 0 M (0.00000000 1.00000000) *
## 25) smoothness_mean>=-2.385259 143 63 B (0.55944056 0.44055944)
## 50) smoothness_worst>=-1.476605 76 19 B (0.75000000 0.25000000)
## 100) smoothness_worst< -1.393134 60 9 B (0.85000000 0.15000000) *
## 101) smoothness_worst>=-1.393134 16 6 M (0.37500000 0.62500000) *
## 51) smoothness_worst< -1.476605 67 23 M (0.34328358 0.65671642)
## 102) symmetry_worst< -2.063476 10 0 B (1.00000000 0.00000000) *
## 103) symmetry_worst>=-2.063476 57 13 M (0.22807018 0.77192982) *
## 13) texture_mean>=3.064089 79 28 M (0.35443038 0.64556962)
## 26) symmetry_worst>=-1.206678 7 0 B (1.00000000 0.00000000) *
## 27) symmetry_worst< -1.206678 72 21 M (0.29166667 0.70833333)
## 54) smoothness_mean>=-2.120284 6 0 B (1.00000000 0.00000000) *
## 55) smoothness_mean< -2.120284 66 15 M (0.22727273 0.77272727)
## 110) smoothness_worst< -1.610115 15 5 B (0.66666667 0.33333333) *
## 111) smoothness_worst>=-1.610115 51 5 M (0.09803922 0.90196078) *
## 7) compactness_se< -3.530168 131 31 M (0.23664122 0.76335878)
## 14) texture_mean< 2.673292 5 0 B (1.00000000 0.00000000) *
## 15) texture_mean>=2.673292 126 26 M (0.20634921 0.79365079)
## 30) smoothness_mean< -2.423737 20 9 B (0.55000000 0.45000000)
## 60) smoothness_mean>=-2.473552 9 0 B (1.00000000 0.00000000) *
## 61) smoothness_mean< -2.473552 11 2 M (0.18181818 0.81818182)
## 122) smoothness_mean< -2.548296 2 0 B (1.00000000 0.00000000) *
## 123) smoothness_mean>=-2.548296 9 0 M (0.00000000 1.00000000) *
## 31) smoothness_mean>=-2.423737 106 15 M (0.14150943 0.85849057)
## 62) smoothness_worst>=-1.45003 25 10 M (0.40000000 0.60000000)
## 124) smoothness_mean< -2.22333 10 0 B (1.00000000 0.00000000) *
## 125) smoothness_mean>=-2.22333 15 0 M (0.00000000 1.00000000) *
## 63) smoothness_worst< -1.45003 81 5 M (0.06172840 0.93827160)
## 126) symmetry_worst< -2.174989 6 2 B (0.66666667 0.33333333) *
## 127) symmetry_worst>=-2.174989 75 1 M (0.01333333 0.98666667) *
##
## $trees[[81]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 427 B (0.53179825 0.46820175)
## 2) texture_worst< 4.389172 229 78 B (0.65938865 0.34061135)
## 4) smoothness_worst>=-1.434633 38 3 B (0.92105263 0.07894737)
## 8) texture_worst< 4.30106 32 0 B (1.00000000 0.00000000) *
## 9) texture_worst>=4.30106 6 3 B (0.50000000 0.50000000)
## 18) texture_worst>=4.375462 3 0 B (1.00000000 0.00000000) *
## 19) texture_worst< 4.375462 3 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst< -1.434633 191 75 B (0.60732984 0.39267016)
## 10) smoothness_worst< -1.445495 180 64 B (0.64444444 0.35555556)
## 20) texture_mean>=2.827309 59 9 B (0.84745763 0.15254237)
## 40) smoothness_mean< -2.178638 57 7 B (0.87719298 0.12280702)
## 80) texture_worst< 4.349432 34 0 B (1.00000000 0.00000000) *
## 81) texture_worst>=4.349432 23 7 B (0.69565217 0.30434783) *
## 41) smoothness_mean>=-2.178638 2 0 M (0.00000000 1.00000000) *
## 21) texture_mean< 2.827309 121 55 B (0.54545455 0.45454545)
## 42) compactness_se< -3.88564 53 10 B (0.81132075 0.18867925)
## 84) texture_mean< 2.809391 41 0 B (1.00000000 0.00000000) *
## 85) texture_mean>=2.809391 12 2 M (0.16666667 0.83333333) *
## 43) compactness_se>=-3.88564 68 23 M (0.33823529 0.66176471)
## 86) texture_mean>=2.782848 13 0 B (1.00000000 0.00000000) *
## 87) texture_mean< 2.782848 55 10 M (0.18181818 0.81818182) *
## 11) smoothness_worst>=-1.445495 11 0 M (0.00000000 1.00000000) *
## 3) texture_worst>=4.389172 683 334 M (0.48901903 0.51098097)
## 6) texture_worst>=4.662685 368 157 B (0.57336957 0.42663043)
## 12) texture_worst< 4.682677 32 2 B (0.93750000 0.06250000)
## 24) smoothness_worst>=-1.581566 27 0 B (1.00000000 0.00000000) *
## 25) smoothness_worst< -1.581566 5 2 B (0.60000000 0.40000000)
## 50) texture_mean>=3.045336 3 0 B (1.00000000 0.00000000) *
## 51) texture_mean< 3.045336 2 0 M (0.00000000 1.00000000) *
## 13) texture_worst>=4.682677 336 155 B (0.53869048 0.46130952)
## 26) symmetry_worst< -1.658507 240 94 B (0.60833333 0.39166667)
## 52) symmetry_worst>=-1.734244 63 11 B (0.82539683 0.17460317)
## 104) smoothness_mean>=-2.484059 54 3 B (0.94444444 0.05555556) *
## 105) smoothness_mean< -2.484059 9 1 M (0.11111111 0.88888889) *
## 53) symmetry_worst< -1.734244 177 83 B (0.53107345 0.46892655)
## 106) smoothness_worst< -1.52112 111 31 B (0.72072072 0.27927928) *
## 107) smoothness_worst>=-1.52112 66 14 M (0.21212121 0.78787879) *
## 27) symmetry_worst>=-1.658507 96 35 M (0.36458333 0.63541667)
## 54) compactness_se>=-3.494961 39 11 B (0.71794872 0.28205128)
## 108) symmetry_worst>=-1.585921 30 2 B (0.93333333 0.06666667) *
## 109) symmetry_worst< -1.585921 9 0 M (0.00000000 1.00000000) *
## 55) compactness_se< -3.494961 57 7 M (0.12280702 0.87719298)
## 110) compactness_se< -4.539406 4 1 B (0.75000000 0.25000000) *
## 111) compactness_se>=-4.539406 53 4 M (0.07547170 0.92452830) *
## 7) texture_worst< 4.662685 315 123 M (0.39047619 0.60952381)
## 14) smoothness_worst< -1.471529 256 114 M (0.44531250 0.55468750)
## 28) texture_mean< 3.046584 208 99 B (0.52403846 0.47596154)
## 56) texture_mean>=2.93492 94 29 B (0.69148936 0.30851064)
## 112) texture_worst>=4.600592 33 0 B (1.00000000 0.00000000) *
## 113) texture_worst< 4.600592 61 29 B (0.52459016 0.47540984) *
## 57) texture_mean< 2.93492 114 44 M (0.38596491 0.61403509)
## 114) smoothness_mean< -2.469882 12 0 B (1.00000000 0.00000000) *
## 115) smoothness_mean>=-2.469882 102 32 M (0.31372549 0.68627451) *
## 29) texture_mean>=3.046584 48 5 M (0.10416667 0.89583333)
## 58) compactness_se< -3.979417 10 4 M (0.40000000 0.60000000)
## 116) texture_mean>=3.065935 5 1 B (0.80000000 0.20000000) *
## 117) texture_mean< 3.065935 5 0 M (0.00000000 1.00000000) *
## 59) compactness_se>=-3.979417 38 1 M (0.02631579 0.97368421)
## 118) texture_mean>=3.146714 1 0 B (1.00000000 0.00000000) *
## 119) texture_mean< 3.146714 37 0 M (0.00000000 1.00000000) *
## 15) smoothness_worst>=-1.471529 59 9 M (0.15254237 0.84745763)
## 30) symmetry_worst< -1.846189 8 1 B (0.87500000 0.12500000)
## 60) smoothness_mean>=-2.357755 7 0 B (1.00000000 0.00000000) *
## 61) smoothness_mean< -2.357755 1 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst>=-1.846189 51 2 M (0.03921569 0.96078431)
## 62) compactness_se< -4.224437 2 0 B (1.00000000 0.00000000) *
## 63) compactness_se>=-4.224437 49 0 M (0.00000000 1.00000000) *
##
## $trees[[82]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 437 M (0.47916667 0.52083333)
## 2) smoothness_mean>=-2.311576 346 142 B (0.58959538 0.41040462)
## 4) symmetry_worst>=-2.277393 326 122 B (0.62576687 0.37423313)
## 8) compactness_se< -3.658265 188 52 B (0.72340426 0.27659574)
## 16) smoothness_worst< -1.485467 51 0 B (1.00000000 0.00000000) *
## 17) smoothness_worst>=-1.485467 137 52 B (0.62043796 0.37956204)
## 34) smoothness_worst>=-1.478565 117 36 B (0.69230769 0.30769231)
## 68) smoothness_worst< -1.451352 30 0 B (1.00000000 0.00000000) *
## 69) smoothness_worst>=-1.451352 87 36 B (0.58620690 0.41379310) *
## 35) smoothness_worst< -1.478565 20 4 M (0.20000000 0.80000000)
## 70) compactness_se< -4.216002 4 0 B (1.00000000 0.00000000) *
## 71) compactness_se>=-4.216002 16 0 M (0.00000000 1.00000000) *
## 9) compactness_se>=-3.658265 138 68 M (0.49275362 0.50724638)
## 18) symmetry_worst< -1.761895 65 21 B (0.67692308 0.32307692)
## 36) smoothness_worst>=-1.474843 32 2 B (0.93750000 0.06250000)
## 72) compactness_se>=-3.570244 30 0 B (1.00000000 0.00000000) *
## 73) compactness_se< -3.570244 2 0 M (0.00000000 1.00000000) *
## 37) smoothness_worst< -1.474843 33 14 M (0.42424242 0.57575758)
## 74) smoothness_worst< -1.506961 22 8 B (0.63636364 0.36363636) *
## 75) smoothness_worst>=-1.506961 11 0 M (0.00000000 1.00000000) *
## 19) symmetry_worst>=-1.761895 73 24 M (0.32876712 0.67123288)
## 38) compactness_se>=-2.552001 6 0 B (1.00000000 0.00000000) *
## 39) compactness_se< -2.552001 67 18 M (0.26865672 0.73134328)
## 78) smoothness_mean>=-2.107265 12 4 B (0.66666667 0.33333333) *
## 79) smoothness_mean< -2.107265 55 10 M (0.18181818 0.81818182) *
## 5) symmetry_worst< -2.277393 20 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean< -2.311576 566 233 M (0.41166078 0.58833922)
## 6) texture_mean< 2.811204 55 15 B (0.72727273 0.27272727)
## 12) compactness_se< -3.503762 28 0 B (1.00000000 0.00000000) *
## 13) compactness_se>=-3.503762 27 12 M (0.44444444 0.55555556)
## 26) texture_mean>=2.782752 10 0 B (1.00000000 0.00000000) *
## 27) texture_mean< 2.782752 17 2 M (0.11764706 0.88235294)
## 54) compactness_se>=-3.334077 2 0 B (1.00000000 0.00000000) *
## 55) compactness_se< -3.334077 15 0 M (0.00000000 1.00000000) *
## 7) texture_mean>=2.811204 511 193 M (0.37769080 0.62230920)
## 14) smoothness_mean< -2.332581 430 181 M (0.42093023 0.57906977)
## 28) texture_mean< 2.976294 185 88 B (0.52432432 0.47567568)
## 56) texture_worst>=4.400796 144 56 B (0.61111111 0.38888889)
## 112) texture_worst< 4.569119 47 0 B (1.00000000 0.00000000) *
## 113) texture_worst>=4.569119 97 41 M (0.42268041 0.57731959) *
## 57) texture_worst< 4.400796 41 9 M (0.21951220 0.78048780)
## 114) texture_mean>=2.881435 7 0 B (1.00000000 0.00000000) *
## 115) texture_mean< 2.881435 34 2 M (0.05882353 0.94117647) *
## 29) texture_mean>=2.976294 245 84 M (0.34285714 0.65714286)
## 58) texture_worst>=4.543246 194 82 M (0.42268041 0.57731959)
## 116) smoothness_worst< -1.618721 27 2 B (0.92592593 0.07407407) *
## 117) smoothness_worst>=-1.618721 167 57 M (0.34131737 0.65868263) *
## 59) texture_worst< 4.543246 51 2 M (0.03921569 0.96078431)
## 118) compactness_se>=-2.715861 1 0 B (1.00000000 0.00000000) *
## 119) compactness_se< -2.715861 50 1 M (0.02000000 0.98000000) *
## 15) smoothness_mean>=-2.332581 81 12 M (0.14814815 0.85185185)
## 30) symmetry_worst< -1.997079 5 0 B (1.00000000 0.00000000) *
## 31) symmetry_worst>=-1.997079 76 7 M (0.09210526 0.90789474)
## 62) compactness_se>=-3.515615 17 7 M (0.41176471 0.58823529)
## 124) compactness_se< -3.346393 7 0 B (1.00000000 0.00000000) *
## 125) compactness_se>=-3.346393 10 0 M (0.00000000 1.00000000) *
## 63) compactness_se< -3.515615 59 0 M (0.00000000 1.00000000) *
##
## $trees[[83]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 426 B (0.53289474 0.46710526)
## 2) compactness_se< -4.706178 27 1 B (0.96296296 0.03703704)
## 4) symmetry_worst< -1.319003 26 0 B (1.00000000 0.00000000) *
## 5) symmetry_worst>=-1.319003 1 0 M (0.00000000 1.00000000) *
## 3) compactness_se>=-4.706178 885 425 B (0.51977401 0.48022599)
## 6) symmetry_worst>=-1.606972 243 89 B (0.63374486 0.36625514)
## 12) symmetry_worst< -1.012175 231 77 B (0.66666667 0.33333333)
## 24) smoothness_mean< -2.17464 205 58 B (0.71707317 0.28292683)
## 48) compactness_se>=-4.178455 165 35 B (0.78787879 0.21212121)
## 96) symmetry_worst< -1.513385 77 6 B (0.92207792 0.07792208) *
## 97) symmetry_worst>=-1.513385 88 29 B (0.67045455 0.32954545) *
## 49) compactness_se< -4.178455 40 17 M (0.42500000 0.57500000)
## 98) symmetry_worst>=-1.490299 12 0 B (1.00000000 0.00000000) *
## 99) symmetry_worst< -1.490299 28 5 M (0.17857143 0.82142857) *
## 25) smoothness_mean>=-2.17464 26 7 M (0.26923077 0.73076923)
## 50) texture_mean< 2.725042 12 5 B (0.58333333 0.41666667)
## 100) texture_mean>=2.518783 7 0 B (1.00000000 0.00000000) *
## 101) texture_mean< 2.518783 5 0 M (0.00000000 1.00000000) *
## 51) texture_mean>=2.725042 14 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst>=-1.012175 12 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst< -1.606972 642 306 M (0.47663551 0.52336449)
## 14) smoothness_mean< -2.423454 195 75 B (0.61538462 0.38461538)
## 28) smoothness_mean>=-2.467991 85 12 B (0.85882353 0.14117647)
## 56) symmetry_worst>=-2.037728 65 0 B (1.00000000 0.00000000) *
## 57) symmetry_worst< -2.037728 20 8 M (0.40000000 0.60000000)
## 114) symmetry_worst< -2.050548 8 0 B (1.00000000 0.00000000) *
## 115) symmetry_worst>=-2.050548 12 0 M (0.00000000 1.00000000) *
## 29) smoothness_mean< -2.467991 110 47 M (0.42727273 0.57272727)
## 58) texture_mean< 2.869285 16 0 B (1.00000000 0.00000000) *
## 59) texture_mean>=2.869285 94 31 M (0.32978723 0.67021277)
## 118) compactness_se>=-2.870592 8 0 B (1.00000000 0.00000000) *
## 119) compactness_se< -2.870592 86 23 M (0.26744186 0.73255814) *
## 15) smoothness_mean>=-2.423454 447 186 M (0.41610738 0.58389262)
## 30) smoothness_mean>=-2.14559 17 1 B (0.94117647 0.05882353)
## 60) compactness_se>=-3.894596 16 0 B (1.00000000 0.00000000) *
## 61) compactness_se< -3.894596 1 0 M (0.00000000 1.00000000) *
## 31) smoothness_mean< -2.14559 430 170 M (0.39534884 0.60465116)
## 62) compactness_se< -3.991189 147 68 B (0.53741497 0.46258503)
## 124) compactness_se>=-4.447766 117 39 B (0.66666667 0.33333333) *
## 125) compactness_se< -4.447766 30 1 M (0.03333333 0.96666667) *
## 63) compactness_se>=-3.991189 283 91 M (0.32155477 0.67844523)
## 126) texture_mean< 2.960364 116 51 M (0.43965517 0.56034483) *
## 127) texture_mean>=2.960364 167 40 M (0.23952096 0.76047904) *
##
## $trees[[84]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 410 B (0.55043860 0.44956140)
## 2) texture_mean< 2.931727 288 92 B (0.68055556 0.31944444)
## 4) symmetry_worst< -1.427209 242 66 B (0.72727273 0.27272727)
## 8) texture_worst>=4.400796 106 15 B (0.85849057 0.14150943)
## 16) compactness_se>=-4.681232 100 11 B (0.89000000 0.11000000)
## 32) texture_mean>=2.848102 93 7 B (0.92473118 0.07526882)
## 64) symmetry_worst>=-1.766028 58 0 B (1.00000000 0.00000000) *
## 65) symmetry_worst< -1.766028 35 7 B (0.80000000 0.20000000) *
## 33) texture_mean< 2.848102 7 3 M (0.42857143 0.57142857)
## 66) texture_mean< 2.830536 3 0 B (1.00000000 0.00000000) *
## 67) texture_mean>=2.830536 4 0 M (0.00000000 1.00000000) *
## 17) compactness_se< -4.681232 6 2 M (0.33333333 0.66666667)
## 34) texture_mean< 2.888991 2 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.888991 4 0 M (0.00000000 1.00000000) *
## 9) texture_worst< 4.400796 136 51 B (0.62500000 0.37500000)
## 18) texture_worst< 4.260219 69 10 B (0.85507246 0.14492754)
## 36) texture_mean< 2.878198 67 8 B (0.88059701 0.11940299)
## 72) symmetry_worst>=-1.923474 44 2 B (0.95454545 0.04545455) *
## 73) symmetry_worst< -1.923474 23 6 B (0.73913043 0.26086957) *
## 37) texture_mean>=2.878198 2 0 M (0.00000000 1.00000000) *
## 19) texture_worst>=4.260219 67 26 M (0.38805970 0.61194030)
## 38) smoothness_mean>=-2.27605 20 5 B (0.75000000 0.25000000)
## 76) smoothness_mean< -2.220126 15 0 B (1.00000000 0.00000000) *
## 77) smoothness_mean>=-2.220126 5 0 M (0.00000000 1.00000000) *
## 39) smoothness_mean< -2.27605 47 11 M (0.23404255 0.76595745)
## 78) texture_mean< 2.824054 20 10 B (0.50000000 0.50000000) *
## 79) texture_mean>=2.824054 27 1 M (0.03703704 0.96296296) *
## 5) symmetry_worst>=-1.427209 46 20 M (0.43478261 0.56521739)
## 10) texture_mean< 2.77286 20 5 B (0.75000000 0.25000000)
## 20) symmetry_worst< -1.195967 15 0 B (1.00000000 0.00000000) *
## 21) symmetry_worst>=-1.195967 5 0 M (0.00000000 1.00000000) *
## 11) texture_mean>=2.77286 26 5 M (0.19230769 0.80769231)
## 22) compactness_se>=-2.646661 4 0 B (1.00000000 0.00000000) *
## 23) compactness_se< -2.646661 22 1 M (0.04545455 0.95454545)
## 46) texture_mean>=2.926371 1 0 B (1.00000000 0.00000000) *
## 47) texture_mean< 2.926371 21 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.931727 624 306 M (0.49038462 0.50961538)
## 6) texture_worst>=4.530419 524 241 B (0.54007634 0.45992366)
## 12) texture_worst< 4.55941 26 2 B (0.92307692 0.07692308)
## 24) texture_mean< 3.035431 24 0 B (1.00000000 0.00000000) *
## 25) texture_mean>=3.035431 2 0 M (0.00000000 1.00000000) *
## 13) texture_worst>=4.55941 498 239 B (0.52008032 0.47991968)
## 26) texture_worst>=4.60096 444 195 B (0.56081081 0.43918919)
## 52) smoothness_worst>=-1.533238 256 90 B (0.64843750 0.35156250)
## 104) compactness_se>=-3.863738 162 39 B (0.75925926 0.24074074) *
## 105) compactness_se< -3.863738 94 43 M (0.45744681 0.54255319) *
## 53) smoothness_worst< -1.533238 188 83 M (0.44148936 0.55851064)
## 106) smoothness_mean< -2.408892 117 52 B (0.55555556 0.44444444) *
## 107) smoothness_mean>=-2.408892 71 18 M (0.25352113 0.74647887) *
## 27) texture_worst< 4.60096 54 10 M (0.18518519 0.81481481)
## 54) texture_mean< 2.937837 5 0 B (1.00000000 0.00000000) *
## 55) texture_mean>=2.937837 49 5 M (0.10204082 0.89795918)
## 110) compactness_se< -4.349798 5 0 B (1.00000000 0.00000000) *
## 111) compactness_se>=-4.349798 44 0 M (0.00000000 1.00000000) *
## 7) texture_worst< 4.530419 100 23 M (0.23000000 0.77000000)
## 14) texture_worst< 4.359632 6 0 B (1.00000000 0.00000000) *
## 15) texture_worst>=4.359632 94 17 M (0.18085106 0.81914894)
## 30) symmetry_worst< -1.735506 34 14 M (0.41176471 0.58823529)
## 60) texture_worst< 4.459286 9 0 B (1.00000000 0.00000000) *
## 61) texture_worst>=4.459286 25 5 M (0.20000000 0.80000000)
## 122) compactness_se< -4.501722 4 0 B (1.00000000 0.00000000) *
## 123) compactness_se>=-4.501722 21 1 M (0.04761905 0.95238095) *
## 31) symmetry_worst>=-1.735506 60 3 M (0.05000000 0.95000000)
## 62) compactness_se< -4.291103 3 0 B (1.00000000 0.00000000) *
## 63) compactness_se>=-4.291103 57 0 M (0.00000000 1.00000000) *
##
## $trees[[85]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 409 B (0.55153509 0.44846491)
## 2) symmetry_worst< -1.529201 756 307 B (0.59391534 0.40608466)
## 4) texture_mean>=3.212655 92 19 B (0.79347826 0.20652174)
## 8) smoothness_worst>=-1.557838 66 6 B (0.90909091 0.09090909)
## 16) texture_mean< 3.431166 64 4 B (0.93750000 0.06250000)
## 32) smoothness_mean< -2.272056 62 2 B (0.96774194 0.03225806)
## 64) compactness_se< -2.59933 61 1 B (0.98360656 0.01639344) *
## 65) compactness_se>=-2.59933 1 0 M (0.00000000 1.00000000) *
## 33) smoothness_mean>=-2.272056 2 0 M (0.00000000 1.00000000) *
## 17) texture_mean>=3.431166 2 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst< -1.557838 26 13 B (0.50000000 0.50000000)
## 18) compactness_se< -3.984233 10 0 B (1.00000000 0.00000000) *
## 19) compactness_se>=-3.984233 16 3 M (0.18750000 0.81250000)
## 38) smoothness_mean< -2.471478 3 0 B (1.00000000 0.00000000) *
## 39) smoothness_mean>=-2.471478 13 0 M (0.00000000 1.00000000) *
## 5) texture_mean< 3.212655 664 288 B (0.56626506 0.43373494)
## 10) texture_worst< 4.1745 57 9 B (0.84210526 0.15789474)
## 20) smoothness_worst>=-1.600553 48 3 B (0.93750000 0.06250000)
## 40) smoothness_worst>=-1.54023 37 0 B (1.00000000 0.00000000) *
## 41) smoothness_worst< -1.54023 11 3 B (0.72727273 0.27272727)
## 82) smoothness_worst< -1.551806 8 0 B (1.00000000 0.00000000) *
## 83) smoothness_worst>=-1.551806 3 0 M (0.00000000 1.00000000) *
## 21) smoothness_worst< -1.600553 9 3 M (0.33333333 0.66666667)
## 42) smoothness_mean< -2.466148 3 0 B (1.00000000 0.00000000) *
## 43) smoothness_mean>=-2.466148 6 0 M (0.00000000 1.00000000) *
## 11) texture_worst>=4.1745 607 279 B (0.54036244 0.45963756)
## 22) texture_mean>=2.771267 582 258 B (0.55670103 0.44329897)
## 44) symmetry_worst< -1.866596 202 68 B (0.66336634 0.33663366)
## 88) smoothness_worst< -1.575665 50 5 B (0.90000000 0.10000000) *
## 89) smoothness_worst>=-1.575665 152 63 B (0.58552632 0.41447368) *
## 45) symmetry_worst>=-1.866596 380 190 B (0.50000000 0.50000000)
## 90) symmetry_worst>=-1.606972 83 23 B (0.72289157 0.27710843) *
## 91) symmetry_worst< -1.606972 297 130 M (0.43771044 0.56228956) *
## 23) texture_mean< 2.771267 25 4 M (0.16000000 0.84000000)
## 46) compactness_se< -3.88564 4 0 B (1.00000000 0.00000000) *
## 47) compactness_se>=-3.88564 21 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.529201 156 54 M (0.34615385 0.65384615)
## 6) smoothness_mean< -2.334751 63 26 B (0.58730159 0.41269841)
## 12) compactness_se>=-3.2889 16 0 B (1.00000000 0.00000000) *
## 13) compactness_se< -3.2889 47 21 M (0.44680851 0.55319149)
## 26) compactness_se< -4.260936 15 1 B (0.93333333 0.06666667)
## 52) texture_worst< 5.204837 14 0 B (1.00000000 0.00000000) *
## 53) texture_worst>=5.204837 1 0 M (0.00000000 1.00000000) *
## 27) compactness_se>=-4.260936 32 7 M (0.21875000 0.78125000)
## 54) texture_mean< 2.772337 5 0 B (1.00000000 0.00000000) *
## 55) texture_mean>=2.772337 27 2 M (0.07407407 0.92592593)
## 110) smoothness_mean< -2.540124 1 0 B (1.00000000 0.00000000) *
## 111) smoothness_mean>=-2.540124 26 1 M (0.03846154 0.96153846) *
## 7) smoothness_mean>=-2.334751 93 17 M (0.18279570 0.81720430)
## 14) texture_worst< 4.332604 17 6 B (0.64705882 0.35294118)
## 28) symmetry_worst< -1.012175 13 2 B (0.84615385 0.15384615)
## 56) texture_mean>=2.518783 12 1 B (0.91666667 0.08333333)
## 112) compactness_se< -3.256808 10 0 B (1.00000000 0.00000000) *
## 113) compactness_se>=-3.256808 2 1 B (0.50000000 0.50000000) *
## 57) texture_mean< 2.518783 1 0 M (0.00000000 1.00000000) *
## 29) symmetry_worst>=-1.012175 4 0 M (0.00000000 1.00000000) *
## 15) texture_worst>=4.332604 76 6 M (0.07894737 0.92105263)
## 30) symmetry_worst>=-1.140544 3 0 B (1.00000000 0.00000000) *
## 31) symmetry_worst< -1.140544 73 3 M (0.04109589 0.95890411)
## 62) texture_mean< 2.788705 3 1 B (0.66666667 0.33333333)
## 124) texture_mean>=2.75873 2 0 B (1.00000000 0.00000000) *
## 125) texture_mean< 2.75873 1 0 M (0.00000000 1.00000000) *
## 63) texture_mean>=2.788705 70 1 M (0.01428571 0.98571429)
## 126) compactness_se< -4.462046 1 0 B (1.00000000 0.00000000) *
## 127) compactness_se>=-4.462046 69 0 M (0.00000000 1.00000000) *
##
## $trees[[86]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 446 M (0.48903509 0.51096491)
## 2) symmetry_worst>=-1.959426 699 326 B (0.53361946 0.46638054)
## 4) symmetry_worst< -1.528375 557 234 B (0.57989228 0.42010772)
## 8) compactness_se< -3.721197 344 114 B (0.66860465 0.33139535)
## 16) texture_worst>=4.550759 228 56 B (0.75438596 0.24561404)
## 32) compactness_se>=-4.208076 153 18 B (0.88235294 0.11764706)
## 64) symmetry_worst>=-1.925345 148 14 B (0.90540541 0.09459459) *
## 65) symmetry_worst< -1.925345 5 1 M (0.20000000 0.80000000) *
## 33) compactness_se< -4.208076 75 37 M (0.49333333 0.50666667)
## 66) symmetry_worst< -1.658507 59 23 B (0.61016949 0.38983051) *
## 67) symmetry_worst>=-1.658507 16 1 M (0.06250000 0.93750000) *
## 17) texture_worst< 4.550759 116 58 B (0.50000000 0.50000000)
## 34) symmetry_worst>=-1.853291 86 31 B (0.63953488 0.36046512)
## 68) texture_worst< 4.507201 60 6 B (0.90000000 0.10000000) *
## 69) texture_worst>=4.507201 26 1 M (0.03846154 0.96153846) *
## 35) symmetry_worst< -1.853291 30 3 M (0.10000000 0.90000000)
## 70) smoothness_worst< -1.56475 2 0 B (1.00000000 0.00000000) *
## 71) smoothness_worst>=-1.56475 28 1 M (0.03571429 0.96428571) *
## 9) compactness_se>=-3.721197 213 93 M (0.43661972 0.56338028)
## 18) compactness_se>=-3.492659 142 60 B (0.57746479 0.42253521)
## 36) texture_worst< 4.693641 89 21 B (0.76404494 0.23595506)
## 72) texture_mean< 3.062639 85 17 B (0.80000000 0.20000000) *
## 73) texture_mean>=3.062639 4 0 M (0.00000000 1.00000000) *
## 37) texture_worst>=4.693641 53 14 M (0.26415094 0.73584906)
## 74) smoothness_worst>=-1.425703 7 0 B (1.00000000 0.00000000) *
## 75) smoothness_worst< -1.425703 46 7 M (0.15217391 0.84782609) *
## 19) compactness_se< -3.492659 71 11 M (0.15492958 0.84507042)
## 38) smoothness_worst< -1.588237 20 9 M (0.45000000 0.55000000)
## 76) texture_mean>=2.945474 9 0 B (1.00000000 0.00000000) *
## 77) texture_mean< 2.945474 11 0 M (0.00000000 1.00000000) *
## 39) smoothness_worst>=-1.588237 51 2 M (0.03921569 0.96078431)
## 78) smoothness_mean< -2.428332 2 0 B (1.00000000 0.00000000) *
## 79) smoothness_mean>=-2.428332 49 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.528375 142 50 M (0.35211268 0.64788732)
## 10) texture_mean< 2.955935 64 30 B (0.53125000 0.46875000)
## 20) symmetry_worst< -1.352813 38 7 B (0.81578947 0.18421053)
## 40) smoothness_mean< -2.081877 34 3 B (0.91176471 0.08823529)
## 80) smoothness_mean>=-2.402211 24 0 B (1.00000000 0.00000000) *
## 81) smoothness_mean< -2.402211 10 3 B (0.70000000 0.30000000) *
## 41) smoothness_mean>=-2.081877 4 0 M (0.00000000 1.00000000) *
## 21) symmetry_worst>=-1.352813 26 3 M (0.11538462 0.88461538)
## 42) smoothness_mean< -2.346909 2 0 B (1.00000000 0.00000000) *
## 43) smoothness_mean>=-2.346909 24 1 M (0.04166667 0.95833333)
## 86) compactness_se>=-2.646661 1 0 B (1.00000000 0.00000000) *
## 87) compactness_se< -2.646661 23 0 M (0.00000000 1.00000000) *
## 11) texture_mean>=2.955935 78 16 M (0.20512821 0.79487179)
## 22) symmetry_worst>=-1.128751 6 0 B (1.00000000 0.00000000) *
## 23) symmetry_worst< -1.128751 72 10 M (0.13888889 0.86111111)
## 46) smoothness_worst>=-1.407072 9 3 B (0.66666667 0.33333333)
## 92) texture_mean< 3.037804 6 0 B (1.00000000 0.00000000) *
## 93) texture_mean>=3.037804 3 0 M (0.00000000 1.00000000) *
## 47) smoothness_worst< -1.407072 63 4 M (0.06349206 0.93650794)
## 94) compactness_se< -4.494315 3 0 B (1.00000000 0.00000000) *
## 95) compactness_se>=-4.494315 60 1 M (0.01666667 0.98333333) *
## 3) symmetry_worst< -1.959426 213 73 M (0.34272300 0.65727700)
## 6) symmetry_worst< -2.048468 132 58 M (0.43939394 0.56060606)
## 12) compactness_se< -4.177518 24 2 B (0.91666667 0.08333333)
## 24) smoothness_worst>=-1.662721 22 0 B (1.00000000 0.00000000) *
## 25) smoothness_worst< -1.662721 2 0 M (0.00000000 1.00000000) *
## 13) compactness_se>=-4.177518 108 36 M (0.33333333 0.66666667)
## 26) smoothness_mean>=-2.334592 37 15 B (0.59459459 0.40540541)
## 52) smoothness_mean< -2.280871 21 0 B (1.00000000 0.00000000) *
## 53) smoothness_mean>=-2.280871 16 1 M (0.06250000 0.93750000)
## 106) compactness_se>=-3.299525 1 0 B (1.00000000 0.00000000) *
## 107) compactness_se< -3.299525 15 0 M (0.00000000 1.00000000) *
## 27) smoothness_mean< -2.334592 71 14 M (0.19718310 0.80281690)
## 54) symmetry_worst< -2.25972 5 0 B (1.00000000 0.00000000) *
## 55) symmetry_worst>=-2.25972 66 9 M (0.13636364 0.86363636)
## 110) texture_mean< 2.920077 3 0 B (1.00000000 0.00000000) *
## 111) texture_mean>=2.920077 63 6 M (0.09523810 0.90476190) *
## 7) symmetry_worst>=-2.048468 81 15 M (0.18518519 0.81481481)
## 14) smoothness_worst< -1.604472 4 0 B (1.00000000 0.00000000) *
## 15) smoothness_worst>=-1.604472 77 11 M (0.14285714 0.85714286)
## 30) smoothness_worst>=-1.465154 3 0 B (1.00000000 0.00000000) *
## 31) smoothness_worst< -1.465154 74 8 M (0.10810811 0.89189189)
## 62) texture_mean>=3.287961 2 0 B (1.00000000 0.00000000) *
## 63) texture_mean< 3.287961 72 6 M (0.08333333 0.91666667)
## 126) compactness_se>=-3.426272 11 5 M (0.45454545 0.54545455) *
## 127) compactness_se< -3.426272 61 1 M (0.01639344 0.98360656) *
##
## $trees[[87]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 448 M (0.49122807 0.50877193)
## 2) symmetry_worst< -1.072749 886 438 B (0.50564334 0.49435666)
## 4) texture_mean< 2.960364 359 148 B (0.58774373 0.41225627)
## 8) compactness_se>=-3.344528 41 2 B (0.95121951 0.04878049)
## 16) symmetry_worst< -1.316602 36 0 B (1.00000000 0.00000000) *
## 17) symmetry_worst>=-1.316602 5 2 B (0.60000000 0.40000000)
## 34) smoothness_mean>=-2.239141 3 0 B (1.00000000 0.00000000) *
## 35) smoothness_mean< -2.239141 2 0 M (0.00000000 1.00000000) *
## 9) compactness_se< -3.344528 318 146 B (0.54088050 0.45911950)
## 18) texture_mean>=2.949165 29 0 B (1.00000000 0.00000000) *
## 19) texture_mean< 2.949165 289 143 M (0.49480969 0.50519031)
## 38) compactness_se< -3.955455 133 50 B (0.62406015 0.37593985)
## 76) symmetry_worst>=-1.739196 55 5 B (0.90909091 0.09090909) *
## 77) symmetry_worst< -1.739196 78 33 M (0.42307692 0.57692308) *
## 39) compactness_se>=-3.955455 156 60 M (0.38461538 0.61538462)
## 78) texture_worst< 4.569492 115 56 M (0.48695652 0.51304348) *
## 79) texture_worst>=4.569492 41 4 M (0.09756098 0.90243902) *
## 5) texture_mean>=2.960364 527 237 M (0.44971537 0.55028463)
## 10) texture_worst>=4.664833 340 153 B (0.55000000 0.45000000)
## 20) texture_worst< 4.818867 120 35 B (0.70833333 0.29166667)
## 40) texture_mean< 3.147592 109 24 B (0.77981651 0.22018349)
## 80) texture_worst>=4.753106 61 3 B (0.95081967 0.04918033) *
## 81) texture_worst< 4.753106 48 21 B (0.56250000 0.43750000) *
## 41) texture_mean>=3.147592 11 0 M (0.00000000 1.00000000) *
## 21) texture_worst>=4.818867 220 102 M (0.46363636 0.53636364)
## 42) smoothness_worst>=-1.610308 195 94 B (0.51794872 0.48205128)
## 84) smoothness_mean< -2.506929 14 0 B (1.00000000 0.00000000) *
## 85) smoothness_mean>=-2.506929 181 87 M (0.48066298 0.51933702) *
## 43) smoothness_worst< -1.610308 25 1 M (0.04000000 0.96000000)
## 86) smoothness_mean< -2.569836 1 0 B (1.00000000 0.00000000) *
## 87) smoothness_mean>=-2.569836 24 0 M (0.00000000 1.00000000) *
## 11) texture_worst< 4.664833 187 50 M (0.26737968 0.73262032)
## 22) smoothness_worst< -1.498254 110 47 M (0.42727273 0.57272727)
## 44) smoothness_worst>=-1.535355 40 9 B (0.77500000 0.22500000)
## 88) texture_mean< 3.052861 32 1 B (0.96875000 0.03125000) *
## 89) texture_mean>=3.052861 8 0 M (0.00000000 1.00000000) *
## 45) smoothness_worst< -1.535355 70 16 M (0.22857143 0.77142857)
## 90) texture_mean>=3.086027 9 1 B (0.88888889 0.11111111) *
## 91) texture_mean< 3.086027 61 8 M (0.13114754 0.86885246) *
## 23) smoothness_worst>=-1.498254 77 3 M (0.03896104 0.96103896)
## 46) symmetry_worst< -1.833099 13 3 M (0.23076923 0.76923077)
## 92) compactness_se< -3.816486 2 0 B (1.00000000 0.00000000) *
## 93) compactness_se>=-3.816486 11 1 M (0.09090909 0.90909091) *
## 47) symmetry_worst>=-1.833099 64 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.072749 26 0 M (0.00000000 1.00000000) *
##
## $trees[[88]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 407 B (0.55372807 0.44627193)
## 2) smoothness_mean< -2.251892 748 303 B (0.59491979 0.40508021)
## 4) texture_mean>=3.212655 136 31 B (0.77205882 0.22794118)
## 8) texture_mean< 3.239657 73 4 B (0.94520548 0.05479452)
## 16) texture_worst< 5.194184 70 1 B (0.98571429 0.01428571)
## 32) smoothness_mean< -2.272056 69 0 B (1.00000000 0.00000000) *
## 33) smoothness_mean>=-2.272056 1 0 M (0.00000000 1.00000000) *
## 17) texture_worst>=5.194184 3 0 M (0.00000000 1.00000000) *
## 9) texture_mean>=3.239657 63 27 B (0.57142857 0.42857143)
## 18) smoothness_mean< -2.3667 50 15 B (0.70000000 0.30000000)
## 36) smoothness_mean>=-2.457799 30 2 B (0.93333333 0.06666667)
## 72) texture_mean>=3.32987 22 0 B (1.00000000 0.00000000) *
## 73) texture_mean< 3.32987 8 2 B (0.75000000 0.25000000) *
## 37) smoothness_mean< -2.457799 20 7 M (0.35000000 0.65000000)
## 74) smoothness_mean< -2.489159 5 0 B (1.00000000 0.00000000) *
## 75) smoothness_mean>=-2.489159 15 2 M (0.13333333 0.86666667) *
## 19) smoothness_mean>=-2.3667 13 1 M (0.07692308 0.92307692)
## 38) smoothness_worst< -1.550482 3 1 M (0.33333333 0.66666667)
## 76) texture_mean< 3.321235 1 0 B (1.00000000 0.00000000) *
## 77) texture_mean>=3.321235 2 0 M (0.00000000 1.00000000) *
## 39) smoothness_worst>=-1.550482 10 0 M (0.00000000 1.00000000) *
## 5) texture_mean< 3.212655 612 272 B (0.55555556 0.44444444)
## 10) texture_mean< 2.960364 263 86 B (0.67300380 0.32699620)
## 20) symmetry_worst< -1.426958 252 77 B (0.69444444 0.30555556)
## 40) symmetry_worst>=-1.749307 78 11 B (0.85897436 0.14102564)
## 80) compactness_se>=-4.650552 75 8 B (0.89333333 0.10666667) *
## 81) compactness_se< -4.650552 3 0 M (0.00000000 1.00000000) *
## 41) symmetry_worst< -1.749307 174 66 B (0.62068966 0.37931034)
## 82) symmetry_worst< -1.787433 142 42 B (0.70422535 0.29577465) *
## 83) symmetry_worst>=-1.787433 32 8 M (0.25000000 0.75000000) *
## 21) symmetry_worst>=-1.426958 11 2 M (0.18181818 0.81818182)
## 42) texture_mean< 2.772337 2 0 B (1.00000000 0.00000000) *
## 43) texture_mean>=2.772337 9 0 M (0.00000000 1.00000000) *
## 11) texture_mean>=2.960364 349 163 M (0.46704871 0.53295129)
## 22) smoothness_mean>=-2.261926 32 3 B (0.90625000 0.09375000)
## 44) texture_mean>=3.041416 29 0 B (1.00000000 0.00000000) *
## 45) texture_mean< 3.041416 3 0 M (0.00000000 1.00000000) *
## 23) smoothness_mean< -2.261926 317 134 M (0.42271293 0.57728707)
## 46) smoothness_mean< -2.277893 292 134 M (0.45890411 0.54109589)
## 92) texture_worst< 4.858219 203 92 B (0.54679803 0.45320197) *
## 93) texture_worst>=4.858219 89 23 M (0.25842697 0.74157303) *
## 47) smoothness_mean>=-2.277893 25 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.251892 164 60 M (0.36585366 0.63414634)
## 6) symmetry_worst< -1.766269 57 22 B (0.61403509 0.38596491)
## 12) symmetry_worst>=-1.81005 25 1 B (0.96000000 0.04000000)
## 24) smoothness_mean>=-2.222065 24 0 B (1.00000000 0.00000000) *
## 25) smoothness_mean< -2.222065 1 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst< -1.81005 32 11 M (0.34375000 0.65625000)
## 26) texture_mean< 3.023554 14 3 B (0.78571429 0.21428571)
## 52) compactness_se< -3.01204 12 1 B (0.91666667 0.08333333)
## 104) smoothness_worst>=-1.553129 11 0 B (1.00000000 0.00000000) *
## 105) smoothness_worst< -1.553129 1 0 M (0.00000000 1.00000000) *
## 53) compactness_se>=-3.01204 2 0 M (0.00000000 1.00000000) *
## 27) texture_mean>=3.023554 18 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-1.766269 107 25 M (0.23364486 0.76635514)
## 14) smoothness_worst< -1.464806 25 10 B (0.60000000 0.40000000)
## 28) compactness_se< -3.61314 11 0 B (1.00000000 0.00000000) *
## 29) compactness_se>=-3.61314 14 4 M (0.28571429 0.71428571)
## 58) smoothness_worst< -1.507356 6 2 B (0.66666667 0.33333333)
## 116) texture_mean< 2.925574 4 0 B (1.00000000 0.00000000) *
## 117) texture_mean>=2.925574 2 0 M (0.00000000 1.00000000) *
## 59) smoothness_worst>=-1.507356 8 0 M (0.00000000 1.00000000) *
## 15) smoothness_worst>=-1.464806 82 10 M (0.12195122 0.87804878)
## 30) texture_mean< 2.77286 12 5 B (0.58333333 0.41666667)
## 60) texture_mean>=2.515298 7 0 B (1.00000000 0.00000000) *
## 61) texture_mean< 2.515298 5 0 M (0.00000000 1.00000000) *
## 31) texture_mean>=2.77286 70 3 M (0.04285714 0.95714286)
## 62) compactness_se< -4.224437 2 0 B (1.00000000 0.00000000) *
## 63) compactness_se>=-4.224437 68 1 M (0.01470588 0.98529412)
## 126) texture_worst< 4.34911 10 1 M (0.10000000 0.90000000) *
## 127) texture_worst>=4.34911 58 0 M (0.00000000 1.00000000) *
##
## $trees[[89]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 427 M (0.46820175 0.53179825)
## 2) texture_worst>=4.982438 131 45 B (0.65648855 0.34351145)
## 4) symmetry_worst< -1.703871 95 23 B (0.75789474 0.24210526)
## 8) compactness_se< -4.045035 35 0 B (1.00000000 0.00000000) *
## 9) compactness_se>=-4.045035 60 23 B (0.61666667 0.38333333)
## 18) compactness_se>=-3.798719 51 14 B (0.72549020 0.27450980)
## 36) compactness_se< -3.321165 40 6 B (0.85000000 0.15000000)
## 72) texture_mean< 3.428781 36 2 B (0.94444444 0.05555556) *
## 73) texture_mean>=3.428781 4 0 M (0.00000000 1.00000000) *
## 37) compactness_se>=-3.321165 11 3 M (0.27272727 0.72727273)
## 74) compactness_se>=-2.802969 3 0 B (1.00000000 0.00000000) *
## 75) compactness_se< -2.802969 8 0 M (0.00000000 1.00000000) *
## 19) compactness_se< -3.798719 9 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.703871 36 14 M (0.38888889 0.61111111)
## 10) texture_worst< 5.003123 10 0 B (1.00000000 0.00000000) *
## 11) texture_worst>=5.003123 26 4 M (0.15384615 0.84615385)
## 22) symmetry_worst>=-1.45218 5 1 B (0.80000000 0.20000000)
## 44) texture_mean>=3.219442 4 0 B (1.00000000 0.00000000) *
## 45) texture_mean< 3.219442 1 0 M (0.00000000 1.00000000) *
## 23) symmetry_worst< -1.45218 21 0 M (0.00000000 1.00000000) *
## 3) texture_worst< 4.982438 781 341 M (0.43661972 0.56338028)
## 6) texture_mean< 2.960364 379 176 B (0.53562005 0.46437995)
## 12) symmetry_worst>=-1.984119 313 124 B (0.60383387 0.39616613)
## 24) symmetry_worst< -1.932547 15 0 B (1.00000000 0.00000000) *
## 25) symmetry_worst>=-1.932547 298 124 B (0.58389262 0.41610738)
## 50) symmetry_worst>=-1.923474 290 116 B (0.60000000 0.40000000)
## 100) texture_worst< 4.609039 255 93 B (0.63529412 0.36470588) *
## 101) texture_worst>=4.609039 35 12 M (0.34285714 0.65714286) *
## 51) symmetry_worst< -1.923474 8 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst< -1.984119 66 14 M (0.21212121 0.78787879)
## 26) texture_mean< 2.846651 12 4 B (0.66666667 0.33333333)
## 52) compactness_se< -3.689816 8 0 B (1.00000000 0.00000000) *
## 53) compactness_se>=-3.689816 4 0 M (0.00000000 1.00000000) *
## 27) texture_mean>=2.846651 54 6 M (0.11111111 0.88888889)
## 54) smoothness_mean< -2.391331 3 0 B (1.00000000 0.00000000) *
## 55) smoothness_mean>=-2.391331 51 3 M (0.05882353 0.94117647)
## 110) smoothness_worst>=-1.480334 2 0 B (1.00000000 0.00000000) *
## 111) smoothness_worst< -1.480334 49 1 M (0.02040816 0.97959184) *
## 7) texture_mean>=2.960364 402 138 M (0.34328358 0.65671642)
## 14) texture_mean>=2.996482 287 122 M (0.42508711 0.57491289)
## 28) smoothness_worst>=-1.402559 27 4 B (0.85185185 0.14814815)
## 56) compactness_se< -2.783552 25 2 B (0.92000000 0.08000000)
## 112) smoothness_worst< -1.345706 24 1 B (0.95833333 0.04166667) *
## 113) smoothness_worst>=-1.345706 1 0 M (0.00000000 1.00000000) *
## 57) compactness_se>=-2.783552 2 0 M (0.00000000 1.00000000) *
## 29) smoothness_worst< -1.402559 260 99 M (0.38076923 0.61923077)
## 58) smoothness_worst< -1.426496 232 99 M (0.42672414 0.57327586)
## 116) smoothness_worst>=-1.438548 12 0 B (1.00000000 0.00000000) *
## 117) smoothness_worst< -1.438548 220 87 M (0.39545455 0.60454545) *
## 59) smoothness_worst>=-1.426496 28 0 M (0.00000000 1.00000000) *
## 15) texture_mean< 2.996482 115 16 M (0.13913043 0.86086957)
## 30) symmetry_worst< -1.95131 4 0 B (1.00000000 0.00000000) *
## 31) symmetry_worst>=-1.95131 111 12 M (0.10810811 0.89189189)
## 62) texture_worst< 4.334485 3 0 B (1.00000000 0.00000000) *
## 63) texture_worst>=4.334485 108 9 M (0.08333333 0.91666667)
## 126) smoothness_worst< -1.637109 1 0 B (1.00000000 0.00000000) *
## 127) smoothness_worst>=-1.637109 107 8 M (0.07476636 0.92523364) *
##
## $trees[[90]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 432 M (0.47368421 0.52631579)
## 2) texture_worst>=4.753106 321 122 B (0.61993769 0.38006231)
## 4) compactness_se< -3.449233 261 81 B (0.68965517 0.31034483)
## 8) compactness_se>=-4.406791 204 47 B (0.76960784 0.23039216)
## 16) smoothness_worst< -1.52112 114 13 B (0.88596491 0.11403509)
## 32) texture_worst< 5.309594 98 4 B (0.95918367 0.04081633)
## 64) compactness_se< -3.512408 88 0 B (1.00000000 0.00000000) *
## 65) compactness_se>=-3.512408 10 4 B (0.60000000 0.40000000) *
## 33) texture_worst>=5.309594 16 7 M (0.43750000 0.56250000)
## 66) texture_mean>=3.383004 6 0 B (1.00000000 0.00000000) *
## 67) texture_mean< 3.383004 10 1 M (0.10000000 0.90000000) *
## 17) smoothness_worst>=-1.52112 90 34 B (0.62222222 0.37777778)
## 34) smoothness_mean>=-2.439503 82 26 B (0.68292683 0.31707317)
## 68) smoothness_mean< -2.343616 23 1 B (0.95652174 0.04347826) *
## 69) smoothness_mean>=-2.343616 59 25 B (0.57627119 0.42372881) *
## 35) smoothness_mean< -2.439503 8 0 M (0.00000000 1.00000000) *
## 9) compactness_se< -4.406791 57 23 M (0.40350877 0.59649123)
## 18) texture_mean>=3.19908 18 0 B (1.00000000 0.00000000) *
## 19) texture_mean< 3.19908 39 5 M (0.12820513 0.87179487)
## 38) smoothness_mean>=-2.307556 2 0 B (1.00000000 0.00000000) *
## 39) smoothness_mean< -2.307556 37 3 M (0.08108108 0.91891892)
## 78) compactness_se< -4.899363 2 0 B (1.00000000 0.00000000) *
## 79) compactness_se>=-4.899363 35 1 M (0.02857143 0.97142857) *
## 5) compactness_se>=-3.449233 60 19 M (0.31666667 0.68333333)
## 10) smoothness_worst>=-1.415354 13 1 B (0.92307692 0.07692308)
## 20) smoothness_mean< -2.075957 12 0 B (1.00000000 0.00000000) *
## 21) smoothness_mean>=-2.075957 1 0 M (0.00000000 1.00000000) *
## 11) smoothness_worst< -1.415354 47 7 M (0.14893617 0.85106383)
## 22) smoothness_mean< -2.402844 11 4 B (0.63636364 0.36363636)
## 44) compactness_se>=-3.188171 7 0 B (1.00000000 0.00000000) *
## 45) compactness_se< -3.188171 4 0 M (0.00000000 1.00000000) *
## 23) smoothness_mean>=-2.402844 36 0 M (0.00000000 1.00000000) *
## 3) texture_worst< 4.753106 591 233 M (0.39424704 0.60575296)
## 6) smoothness_worst< -1.451541 463 205 M (0.44276458 0.55723542)
## 12) compactness_se>=-3.343689 70 21 B (0.70000000 0.30000000)
## 24) compactness_se< -3.02233 35 1 B (0.97142857 0.02857143)
## 48) texture_worst< 4.68552 34 0 B (1.00000000 0.00000000) *
## 49) texture_worst>=4.68552 1 0 M (0.00000000 1.00000000) *
## 25) compactness_se>=-3.02233 35 15 M (0.42857143 0.57142857)
## 50) compactness_se>=-2.749072 15 1 B (0.93333333 0.06666667)
## 100) texture_mean< 3.12162 14 0 B (1.00000000 0.00000000) *
## 101) texture_mean>=3.12162 1 0 M (0.00000000 1.00000000) *
## 51) compactness_se< -2.749072 20 1 M (0.05000000 0.95000000)
## 102) texture_worst>=4.727406 1 0 B (1.00000000 0.00000000) *
## 103) texture_worst< 4.727406 19 0 M (0.00000000 1.00000000) *
## 13) compactness_se< -3.343689 393 156 M (0.39694656 0.60305344)
## 26) texture_worst< 4.260219 42 10 B (0.76190476 0.23809524)
## 52) compactness_se< -3.894783 17 0 B (1.00000000 0.00000000) *
## 53) compactness_se>=-3.894783 25 10 B (0.60000000 0.40000000)
## 106) texture_mean< 2.753964 15 3 B (0.80000000 0.20000000) *
## 107) texture_mean>=2.753964 10 3 M (0.30000000 0.70000000) *
## 27) texture_worst>=4.260219 351 124 M (0.35327635 0.64672365)
## 54) texture_worst>=4.3976 246 108 M (0.43902439 0.56097561)
## 108) symmetry_worst>=-2.127018 209 103 B (0.50717703 0.49282297) *
## 109) symmetry_worst< -2.127018 37 2 M (0.05405405 0.94594595) *
## 55) texture_worst< 4.3976 105 16 M (0.15238095 0.84761905)
## 110) smoothness_worst>=-1.468619 6 0 B (1.00000000 0.00000000) *
## 111) smoothness_worst< -1.468619 99 10 M (0.10101010 0.89898990) *
## 7) smoothness_worst>=-1.451541 128 28 M (0.21875000 0.78125000)
## 14) texture_mean< 2.803301 26 11 B (0.57692308 0.42307692)
## 28) texture_mean>=2.515298 16 1 B (0.93750000 0.06250000)
## 56) texture_worst< 4.269167 14 0 B (1.00000000 0.00000000) *
## 57) texture_worst>=4.269167 2 1 B (0.50000000 0.50000000)
## 114) texture_mean>=2.754252 1 0 B (1.00000000 0.00000000) *
## 115) texture_mean< 2.754252 1 0 M (0.00000000 1.00000000) *
## 29) texture_mean< 2.515298 10 0 M (0.00000000 1.00000000) *
## 15) texture_mean>=2.803301 102 13 M (0.12745098 0.87254902)
## 30) symmetry_worst< -1.895488 4 0 B (1.00000000 0.00000000) *
## 31) symmetry_worst>=-1.895488 98 9 M (0.09183673 0.90816327)
## 62) compactness_se>=-3.728868 38 9 M (0.23684211 0.76315789)
## 124) compactness_se< -3.447524 10 1 B (0.90000000 0.10000000) *
## 125) compactness_se>=-3.447524 28 0 M (0.00000000 1.00000000) *
## 63) compactness_se< -3.728868 60 0 M (0.00000000 1.00000000) *
##
## $trees[[91]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 422 M (0.46271930 0.53728070)
## 2) texture_worst>=4.753106 312 128 B (0.58974359 0.41025641)
## 4) symmetry_worst< -0.9904278 299 115 B (0.61538462 0.38461538)
## 8) compactness_se>=-4.658767 273 94 B (0.65567766 0.34432234)
## 16) compactness_se< -4.05446 89 13 B (0.85393258 0.14606742)
## 32) smoothness_worst>=-1.588911 81 7 B (0.91358025 0.08641975)
## 64) texture_mean< 3.108384 64 1 B (0.98437500 0.01562500) *
## 65) texture_mean>=3.108384 17 6 B (0.64705882 0.35294118) *
## 33) smoothness_worst< -1.588911 8 2 M (0.25000000 0.75000000)
## 66) symmetry_worst< -1.744278 2 0 B (1.00000000 0.00000000) *
## 67) symmetry_worst>=-1.744278 6 0 M (0.00000000 1.00000000) *
## 17) compactness_se>=-4.05446 184 81 B (0.55978261 0.44021739)
## 34) smoothness_mean< -2.339781 98 23 B (0.76530612 0.23469388)
## 68) texture_mean< 3.321787 75 10 B (0.86666667 0.13333333) *
## 69) texture_mean>=3.321787 23 10 M (0.43478261 0.56521739) *
## 35) smoothness_mean>=-2.339781 86 28 M (0.32558140 0.67441860)
## 70) texture_mean>=3.099415 48 21 B (0.56250000 0.43750000) *
## 71) texture_mean< 3.099415 38 1 M (0.02631579 0.97368421) *
## 9) compactness_se< -4.658767 26 5 M (0.19230769 0.80769231)
## 18) compactness_se< -4.706178 5 0 B (1.00000000 0.00000000) *
## 19) compactness_se>=-4.706178 21 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-0.9904278 13 0 M (0.00000000 1.00000000) *
## 3) texture_worst< 4.753106 600 238 M (0.39666667 0.60333333)
## 6) symmetry_worst< -1.82955 209 93 B (0.55502392 0.44497608)
## 12) compactness_se>=-3.426272 45 3 B (0.93333333 0.06666667)
## 24) smoothness_worst>=-1.707409 43 1 B (0.97674419 0.02325581)
## 48) texture_mean< 3.181256 42 0 B (1.00000000 0.00000000) *
## 49) texture_mean>=3.181256 1 0 M (0.00000000 1.00000000) *
## 25) smoothness_worst< -1.707409 2 0 M (0.00000000 1.00000000) *
## 13) compactness_se< -3.426272 164 74 M (0.45121951 0.54878049)
## 26) texture_worst< 4.605004 105 39 B (0.62857143 0.37142857)
## 52) smoothness_mean< -2.443631 28 0 B (1.00000000 0.00000000) *
## 53) smoothness_mean>=-2.443631 77 38 M (0.49350649 0.50649351)
## 106) texture_mean< 2.755881 9 0 B (1.00000000 0.00000000) *
## 107) texture_mean>=2.755881 68 29 M (0.42647059 0.57352941) *
## 27) texture_worst>=4.605004 59 8 M (0.13559322 0.86440678)
## 54) texture_worst>=4.705934 13 6 B (0.53846154 0.46153846)
## 108) texture_worst< 4.738904 7 0 B (1.00000000 0.00000000) *
## 109) texture_worst>=4.738904 6 0 M (0.00000000 1.00000000) *
## 55) texture_worst< 4.705934 46 1 M (0.02173913 0.97826087)
## 110) smoothness_worst>=-1.480728 1 0 B (1.00000000 0.00000000) *
## 111) smoothness_worst< -1.480728 45 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-1.82955 391 122 M (0.31202046 0.68797954)
## 14) texture_mean< 2.96604 272 108 M (0.39705882 0.60294118)
## 28) texture_mean>=2.839078 163 77 B (0.52760736 0.47239264)
## 56) texture_mean< 2.865053 25 1 B (0.96000000 0.04000000)
## 112) smoothness_mean< -2.069465 24 0 B (1.00000000 0.00000000) *
## 113) smoothness_mean>=-2.069465 1 0 M (0.00000000 1.00000000) *
## 57) texture_mean>=2.865053 138 62 M (0.44927536 0.55072464)
## 114) symmetry_worst>=-1.634569 53 15 B (0.71698113 0.28301887) *
## 115) symmetry_worst< -1.634569 85 24 M (0.28235294 0.71764706) *
## 29) texture_mean< 2.839078 109 22 M (0.20183486 0.79816514)
## 58) smoothness_worst>=-1.434076 10 1 B (0.90000000 0.10000000)
## 116) texture_mean< 2.803001 9 0 B (1.00000000 0.00000000) *
## 117) texture_mean>=2.803001 1 0 M (0.00000000 1.00000000) *
## 59) smoothness_worst< -1.434076 99 13 M (0.13131313 0.86868687)
## 118) smoothness_mean< -2.451108 5 0 B (1.00000000 0.00000000) *
## 119) smoothness_mean>=-2.451108 94 8 M (0.08510638 0.91489362) *
## 15) texture_mean>=2.96604 119 14 M (0.11764706 0.88235294)
## 30) compactness_se>=-2.744014 4 1 B (0.75000000 0.25000000)
## 60) texture_mean>=2.990653 3 0 B (1.00000000 0.00000000) *
## 61) texture_mean< 2.990653 1 0 M (0.00000000 1.00000000) *
## 31) compactness_se< -2.744014 115 11 M (0.09565217 0.90434783)
## 62) smoothness_mean>=-2.227061 19 6 M (0.31578947 0.68421053)
## 124) smoothness_mean< -2.21595 5 0 B (1.00000000 0.00000000) *
## 125) smoothness_mean>=-2.21595 14 1 M (0.07142857 0.92857143) *
## 63) smoothness_mean< -2.227061 96 5 M (0.05208333 0.94791667)
## 126) texture_mean< 2.975525 3 1 B (0.66666667 0.33333333) *
## 127) texture_mean>=2.975525 93 3 M (0.03225806 0.96774194) *
##
## $trees[[92]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 429 M (0.47039474 0.52960526)
## 2) symmetry_worst< -1.549706 740 353 B (0.52297297 0.47702703)
## 4) smoothness_worst< -1.52112 374 137 B (0.63368984 0.36631016)
## 8) smoothness_worst>=-1.536824 74 6 B (0.91891892 0.08108108)
## 16) compactness_se< -3.629881 53 0 B (1.00000000 0.00000000) *
## 17) compactness_se>=-3.629881 21 6 B (0.71428571 0.28571429)
## 34) compactness_se>=-3.500643 13 0 B (1.00000000 0.00000000) *
## 35) compactness_se< -3.500643 8 2 M (0.25000000 0.75000000)
## 70) texture_mean>=3.13081 2 0 B (1.00000000 0.00000000) *
## 71) texture_mean< 3.13081 6 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst< -1.536824 300 131 B (0.56333333 0.43666667)
## 18) smoothness_worst< -1.556752 232 79 B (0.65948276 0.34051724)
## 36) smoothness_worst>=-1.568787 53 6 B (0.88679245 0.11320755)
## 72) symmetry_worst>=-2.04723 39 1 B (0.97435897 0.02564103) *
## 73) symmetry_worst< -2.04723 14 5 B (0.64285714 0.35714286) *
## 37) smoothness_worst< -1.568787 179 73 B (0.59217877 0.40782123)
## 74) smoothness_worst< -1.572768 151 48 B (0.68211921 0.31788079) *
## 75) smoothness_worst>=-1.572768 28 3 M (0.10714286 0.89285714) *
## 19) smoothness_worst>=-1.556752 68 16 M (0.23529412 0.76470588)
## 38) compactness_se< -4.570437 6 0 B (1.00000000 0.00000000) *
## 39) compactness_se>=-4.570437 62 10 M (0.16129032 0.83870968)
## 78) texture_mean>=3.271203 2 0 B (1.00000000 0.00000000) *
## 79) texture_mean< 3.271203 60 8 M (0.13333333 0.86666667) *
## 5) smoothness_worst>=-1.52112 366 150 M (0.40983607 0.59016393)
## 10) texture_worst< 4.266143 26 3 B (0.88461538 0.11538462)
## 20) smoothness_worst>=-1.480138 19 0 B (1.00000000 0.00000000) *
## 21) smoothness_worst< -1.480138 7 3 B (0.57142857 0.42857143)
## 42) smoothness_worst< -1.486277 4 0 B (1.00000000 0.00000000) *
## 43) smoothness_worst>=-1.486277 3 0 M (0.00000000 1.00000000) *
## 11) texture_worst>=4.266143 340 127 M (0.37352941 0.62647059)
## 22) smoothness_mean>=-2.262885 95 44 B (0.53684211 0.46315789)
## 44) smoothness_mean< -2.244332 20 1 B (0.95000000 0.05000000)
## 88) texture_mean< 3.141653 19 0 B (1.00000000 0.00000000) *
## 89) texture_mean>=3.141653 1 0 M (0.00000000 1.00000000) *
## 45) smoothness_mean>=-2.244332 75 32 M (0.42666667 0.57333333)
## 90) symmetry_worst< -1.802807 24 6 B (0.75000000 0.25000000) *
## 91) symmetry_worst>=-1.802807 51 14 M (0.27450980 0.72549020) *
## 23) smoothness_mean< -2.262885 245 76 M (0.31020408 0.68979592)
## 46) smoothness_mean< -2.403622 44 16 B (0.63636364 0.36363636)
## 92) texture_mean< 2.955415 15 0 B (1.00000000 0.00000000) *
## 93) texture_mean>=2.955415 29 13 M (0.44827586 0.55172414) *
## 47) smoothness_mean>=-2.403622 201 48 M (0.23880597 0.76119403)
## 94) compactness_se< -3.444069 160 48 M (0.30000000 0.70000000) *
## 95) compactness_se>=-3.444069 41 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.549706 172 42 M (0.24418605 0.75581395)
## 6) texture_worst< 4.477941 46 21 B (0.54347826 0.45652174)
## 12) compactness_se< -3.300819 29 5 B (0.82758621 0.17241379)
## 24) texture_worst>=4.136225 20 0 B (1.00000000 0.00000000) *
## 25) texture_worst< 4.136225 9 4 M (0.44444444 0.55555556)
## 50) smoothness_worst< -1.451541 4 0 B (1.00000000 0.00000000) *
## 51) smoothness_worst>=-1.451541 5 0 M (0.00000000 1.00000000) *
## 13) compactness_se>=-3.300819 17 1 M (0.05882353 0.94117647)
## 26) compactness_se>=-2.588521 1 0 B (1.00000000 0.00000000) *
## 27) compactness_se< -2.588521 16 0 M (0.00000000 1.00000000) *
## 7) texture_worst>=4.477941 126 17 M (0.13492063 0.86507937)
## 14) texture_mean>=3.214861 10 4 B (0.60000000 0.40000000)
## 28) texture_mean< 3.251825 7 1 B (0.85714286 0.14285714)
## 56) smoothness_mean< -2.312592 6 0 B (1.00000000 0.00000000) *
## 57) smoothness_mean>=-2.312592 1 0 M (0.00000000 1.00000000) *
## 29) texture_mean>=3.251825 3 0 M (0.00000000 1.00000000) *
## 15) texture_mean< 3.214861 116 11 M (0.09482759 0.90517241)
## 30) smoothness_worst>=-1.506135 61 10 M (0.16393443 0.83606557)
## 60) smoothness_mean< -2.353824 3 0 B (1.00000000 0.00000000) *
## 61) smoothness_mean>=-2.353824 58 7 M (0.12068966 0.87931034)
## 122) smoothness_worst< -1.496291 3 0 B (1.00000000 0.00000000) *
## 123) smoothness_worst>=-1.496291 55 4 M (0.07272727 0.92727273) *
## 31) smoothness_worst< -1.506135 55 1 M (0.01818182 0.98181818)
## 62) texture_mean< 2.973222 7 1 M (0.14285714 0.85714286)
## 124) texture_mean>=2.936149 1 0 B (1.00000000 0.00000000) *
## 125) texture_mean< 2.936149 6 0 M (0.00000000 1.00000000) *
## 63) texture_mean>=2.973222 48 0 M (0.00000000 1.00000000) *
##
## $trees[[93]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 448 B (0.50877193 0.49122807)
## 2) smoothness_worst>=-1.59596 809 373 B (0.53893696 0.46106304)
## 4) smoothness_worst< -1.472307 570 224 B (0.60701754 0.39298246)
## 8) smoothness_worst>=-1.4768 77 0 B (1.00000000 0.00000000) *
## 9) smoothness_worst< -1.4768 493 224 B (0.54563895 0.45436105)
## 18) texture_mean>=3.173668 88 18 B (0.79545455 0.20454545)
## 36) texture_mean< 3.388429 80 10 B (0.87500000 0.12500000)
## 72) compactness_se< -2.936385 77 7 B (0.90909091 0.09090909) *
## 73) compactness_se>=-2.936385 3 0 M (0.00000000 1.00000000) *
## 37) texture_mean>=3.388429 8 0 M (0.00000000 1.00000000) *
## 19) texture_mean< 3.173668 405 199 M (0.49135802 0.50864198)
## 38) texture_mean< 3.057767 316 141 B (0.55379747 0.44620253)
## 76) smoothness_worst< -1.48191 277 110 B (0.60288809 0.39711191) *
## 77) smoothness_worst>=-1.48191 39 8 M (0.20512821 0.79487179) *
## 39) texture_mean>=3.057767 89 24 M (0.26966292 0.73033708)
## 78) smoothness_worst< -1.581477 10 0 B (1.00000000 0.00000000) *
## 79) smoothness_worst>=-1.581477 79 14 M (0.17721519 0.82278481) *
## 5) smoothness_worst>=-1.472307 239 90 M (0.37656904 0.62343096)
## 10) compactness_se< -4.040144 58 16 B (0.72413793 0.27586207)
## 20) compactness_se>=-4.186419 30 1 B (0.96666667 0.03333333)
## 40) smoothness_worst>=-1.464013 29 0 B (1.00000000 0.00000000) *
## 41) smoothness_worst< -1.464013 1 0 M (0.00000000 1.00000000) *
## 21) compactness_se< -4.186419 28 13 M (0.46428571 0.53571429)
## 42) compactness_se< -4.494315 9 0 B (1.00000000 0.00000000) *
## 43) compactness_se>=-4.494315 19 4 M (0.21052632 0.78947368)
## 86) texture_mean< 2.950291 3 0 B (1.00000000 0.00000000) *
## 87) texture_mean>=2.950291 16 1 M (0.06250000 0.93750000) *
## 11) compactness_se>=-4.040144 181 48 M (0.26519337 0.73480663)
## 22) compactness_se>=-3.68868 107 46 M (0.42990654 0.57009346)
## 44) symmetry_worst< -1.65431 52 17 B (0.67307692 0.32692308)
## 88) texture_worst< 5.055553 46 11 B (0.76086957 0.23913043) *
## 89) texture_worst>=5.055553 6 0 M (0.00000000 1.00000000) *
## 45) symmetry_worst>=-1.65431 55 11 M (0.20000000 0.80000000)
## 90) compactness_se< -3.646366 6 0 B (1.00000000 0.00000000) *
## 91) compactness_se>=-3.646366 49 5 M (0.10204082 0.89795918) *
## 23) compactness_se< -3.68868 74 2 M (0.02702703 0.97297297)
## 46) texture_mean< 2.84692 11 2 M (0.18181818 0.81818182)
## 92) texture_worst>=4.136225 2 0 B (1.00000000 0.00000000) *
## 93) texture_worst< 4.136225 9 0 M (0.00000000 1.00000000) *
## 47) texture_mean>=2.84692 63 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst< -1.59596 103 28 M (0.27184466 0.72815534)
## 6) smoothness_worst< -1.603315 77 28 M (0.36363636 0.63636364)
## 12) texture_mean>=3.086027 20 5 B (0.75000000 0.25000000)
## 24) compactness_se>=-4.467841 16 1 B (0.93750000 0.06250000)
## 48) smoothness_mean< -2.337942 15 0 B (1.00000000 0.00000000) *
## 49) smoothness_mean>=-2.337942 1 0 M (0.00000000 1.00000000) *
## 25) compactness_se< -4.467841 4 0 M (0.00000000 1.00000000) *
## 13) texture_mean< 3.086027 57 13 M (0.22807018 0.77192982)
## 26) smoothness_worst>=-1.607486 5 0 B (1.00000000 0.00000000) *
## 27) smoothness_worst< -1.607486 52 8 M (0.15384615 0.84615385)
## 54) smoothness_worst< -1.657234 10 4 B (0.60000000 0.40000000)
## 108) texture_mean< 3.075433 6 0 B (1.00000000 0.00000000) *
## 109) texture_mean>=3.075433 4 0 M (0.00000000 1.00000000) *
## 55) smoothness_worst>=-1.657234 42 2 M (0.04761905 0.95238095)
## 110) symmetry_worst< -1.908171 2 0 B (1.00000000 0.00000000) *
## 111) symmetry_worst>=-1.908171 40 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst>=-1.603315 26 0 M (0.00000000 1.00000000) *
##
## $trees[[94]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 406 M (0.44517544 0.55482456)
## 2) smoothness_worst>=-1.537035 563 274 B (0.51332149 0.48667851)
## 4) smoothness_worst< -1.526111 42 2 B (0.95238095 0.04761905)
## 8) texture_mean< 3.075172 39 0 B (1.00000000 0.00000000) *
## 9) texture_mean>=3.075172 3 1 M (0.33333333 0.66666667)
## 18) smoothness_mean< -2.333527 1 0 B (1.00000000 0.00000000) *
## 19) smoothness_mean>=-2.333527 2 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst>=-1.526111 521 249 M (0.47792706 0.52207294)
## 10) compactness_se< -3.444843 405 187 B (0.53827160 0.46172840)
## 20) compactness_se>=-3.494961 37 0 B (1.00000000 0.00000000) *
## 21) compactness_se< -3.494961 368 181 M (0.49184783 0.50815217)
## 42) texture_mean< 2.834388 44 6 B (0.86363636 0.13636364)
## 84) smoothness_worst>=-1.480138 36 2 B (0.94444444 0.05555556) *
## 85) smoothness_worst< -1.480138 8 4 B (0.50000000 0.50000000) *
## 43) texture_mean>=2.834388 324 143 M (0.44135802 0.55864198)
## 86) compactness_se< -3.673868 268 131 B (0.51119403 0.48880597) *
## 87) compactness_se>=-3.673868 56 6 M (0.10714286 0.89285714) *
## 11) compactness_se>=-3.444843 116 31 M (0.26724138 0.73275862)
## 22) smoothness_mean< -2.359377 18 5 B (0.72222222 0.27777778)
## 44) smoothness_mean>=-2.453967 14 1 B (0.92857143 0.07142857)
## 88) texture_mean< 3.256167 13 0 B (1.00000000 0.00000000) *
## 89) texture_mean>=3.256167 1 0 M (0.00000000 1.00000000) *
## 45) smoothness_mean< -2.453967 4 0 M (0.00000000 1.00000000) *
## 23) smoothness_mean>=-2.359377 98 18 M (0.18367347 0.81632653)
## 46) symmetry_worst< -1.850715 19 8 B (0.57894737 0.42105263)
## 92) smoothness_mean>=-2.25237 9 0 B (1.00000000 0.00000000) *
## 93) smoothness_mean< -2.25237 10 2 M (0.20000000 0.80000000) *
## 47) symmetry_worst>=-1.850715 79 7 M (0.08860759 0.91139241)
## 94) texture_mean>=3.184212 2 0 B (1.00000000 0.00000000) *
## 95) texture_mean< 3.184212 77 5 M (0.06493506 0.93506494) *
## 3) smoothness_worst< -1.537035 349 117 M (0.33524355 0.66475645)
## 6) texture_mean< 2.867852 58 24 B (0.58620690 0.41379310)
## 12) smoothness_mean< -2.328678 42 8 B (0.80952381 0.19047619)
## 24) symmetry_worst>=-1.977605 35 3 B (0.91428571 0.08571429)
## 48) smoothness_worst< -1.542984 31 0 B (1.00000000 0.00000000) *
## 49) smoothness_worst>=-1.542984 4 1 M (0.25000000 0.75000000)
## 98) texture_mean< 2.808677 1 0 B (1.00000000 0.00000000) *
## 99) texture_mean>=2.808677 3 0 M (0.00000000 1.00000000) *
## 25) symmetry_worst< -1.977605 7 2 M (0.28571429 0.71428571)
## 50) texture_mean< 2.763153 2 0 B (1.00000000 0.00000000) *
## 51) texture_mean>=2.763153 5 0 M (0.00000000 1.00000000) *
## 13) smoothness_mean>=-2.328678 16 0 M (0.00000000 1.00000000) *
## 7) texture_mean>=2.867852 291 83 M (0.28522337 0.71477663)
## 14) symmetry_worst< -1.966444 76 36 B (0.52631579 0.47368421)
## 28) smoothness_worst< -1.559798 49 15 B (0.69387755 0.30612245)
## 56) symmetry_worst>=-2.49184 40 7 B (0.82500000 0.17500000)
## 112) compactness_se< -2.951614 32 1 B (0.96875000 0.03125000) *
## 113) compactness_se>=-2.951614 8 2 M (0.25000000 0.75000000) *
## 57) symmetry_worst< -2.49184 9 1 M (0.11111111 0.88888889)
## 114) texture_mean>=3.276838 1 0 B (1.00000000 0.00000000) *
## 115) texture_mean< 3.276838 8 0 M (0.00000000 1.00000000) *
## 29) smoothness_worst>=-1.559798 27 6 M (0.22222222 0.77777778)
## 58) texture_mean>=3.344965 4 0 B (1.00000000 0.00000000) *
## 59) texture_mean< 3.344965 23 2 M (0.08695652 0.91304348)
## 118) smoothness_mean>=-2.347024 3 1 B (0.66666667 0.33333333) *
## 119) smoothness_mean< -2.347024 20 0 M (0.00000000 1.00000000) *
## 15) symmetry_worst>=-1.966444 215 43 M (0.20000000 0.80000000)
## 30) texture_worst< 4.389974 18 6 B (0.66666667 0.33333333)
## 60) smoothness_mean>=-2.497059 12 0 B (1.00000000 0.00000000) *
## 61) smoothness_mean< -2.497059 6 0 M (0.00000000 1.00000000) *
## 31) texture_worst>=4.389974 197 31 M (0.15736041 0.84263959)
## 62) compactness_se< -4.938351 3 0 B (1.00000000 0.00000000) *
## 63) compactness_se>=-4.938351 194 28 M (0.14432990 0.85567010)
## 126) texture_worst>=4.650064 88 22 M (0.25000000 0.75000000) *
## 127) texture_worst< 4.650064 106 6 M (0.05660377 0.94339623) *
##
## $trees[[95]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 411 M (0.45065789 0.54934211)
## 2) smoothness_mean< -2.425205 187 72 B (0.61497326 0.38502674)
## 4) smoothness_worst>=-1.590041 103 25 B (0.75728155 0.24271845)
## 8) smoothness_mean>=-2.443746 27 0 B (1.00000000 0.00000000) *
## 9) smoothness_mean< -2.443746 76 25 B (0.67105263 0.32894737)
## 18) symmetry_worst< -1.562003 70 19 B (0.72857143 0.27142857)
## 36) smoothness_mean< -2.444322 66 15 B (0.77272727 0.22727273)
## 72) smoothness_worst>=-1.576547 62 11 B (0.82258065 0.17741935) *
## 73) smoothness_worst< -1.576547 4 0 M (0.00000000 1.00000000) *
## 37) smoothness_mean>=-2.444322 4 0 M (0.00000000 1.00000000) *
## 19) symmetry_worst>=-1.562003 6 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst< -1.590041 84 37 M (0.44047619 0.55952381)
## 10) texture_mean< 2.939162 18 0 B (1.00000000 0.00000000) *
## 11) texture_mean>=2.939162 66 19 M (0.28787879 0.71212121)
## 22) symmetry_worst< -1.8035 27 11 B (0.59259259 0.40740741)
## 44) smoothness_mean>=-2.537771 18 2 B (0.88888889 0.11111111)
## 88) texture_mean< 3.330945 16 0 B (1.00000000 0.00000000) *
## 89) texture_mean>=3.330945 2 0 M (0.00000000 1.00000000) *
## 45) smoothness_mean< -2.537771 9 0 M (0.00000000 1.00000000) *
## 23) symmetry_worst>=-1.8035 39 3 M (0.07692308 0.92307692)
## 46) texture_worst>=4.929933 5 2 B (0.60000000 0.40000000)
## 92) texture_mean< 3.296554 3 0 B (1.00000000 0.00000000) *
## 93) texture_mean>=3.296554 2 0 M (0.00000000 1.00000000) *
## 47) texture_worst< 4.929933 34 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.425205 725 296 M (0.40827586 0.59172414)
## 6) symmetry_worst< -2.202388 47 13 B (0.72340426 0.27659574)
## 12) smoothness_worst>=-1.59459 34 2 B (0.94117647 0.05882353)
## 24) smoothness_mean< -2.266808 30 0 B (1.00000000 0.00000000) *
## 25) smoothness_mean>=-2.266808 4 2 B (0.50000000 0.50000000)
## 50) texture_mean< 3.016157 2 0 B (1.00000000 0.00000000) *
## 51) texture_mean>=3.016157 2 0 M (0.00000000 1.00000000) *
## 13) smoothness_worst< -1.59459 13 2 M (0.15384615 0.84615385)
## 26) symmetry_worst>=-2.49184 2 0 B (1.00000000 0.00000000) *
## 27) symmetry_worst< -2.49184 11 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-2.202388 678 262 M (0.38643068 0.61356932)
## 14) smoothness_worst< -1.586874 23 0 B (1.00000000 0.00000000) *
## 15) smoothness_worst>=-1.586874 655 239 M (0.36488550 0.63511450)
## 30) smoothness_mean>=-2.328057 378 172 M (0.45502646 0.54497354)
## 60) texture_worst< 5.028224 345 172 M (0.49855072 0.50144928)
## 120) symmetry_worst< -1.606092 216 80 B (0.62962963 0.37037037) *
## 121) symmetry_worst>=-1.606092 129 36 M (0.27906977 0.72093023) *
## 61) texture_worst>=5.028224 33 0 M (0.00000000 1.00000000) *
## 31) smoothness_mean< -2.328057 277 67 M (0.24187726 0.75812274)
## 62) texture_mean>=3.36829 13 2 B (0.84615385 0.15384615)
## 124) texture_mean< 3.407548 11 0 B (1.00000000 0.00000000) *
## 125) texture_mean>=3.407548 2 0 M (0.00000000 1.00000000) *
## 63) texture_mean< 3.36829 264 56 M (0.21212121 0.78787879)
## 126) smoothness_worst>=-1.411086 5 0 B (1.00000000 0.00000000) *
## 127) smoothness_worst< -1.411086 259 51 M (0.19691120 0.80308880) *
##
## $trees[[96]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 389 M (0.42653509 0.57346491)
## 2) symmetry_worst< -1.072749 889 389 M (0.43757030 0.56242970)
## 4) symmetry_worst>=-1.749963 371 176 B (0.52560647 0.47439353)
## 8) symmetry_worst< -1.724518 39 1 B (0.97435897 0.02564103)
## 16) texture_mean< 3.43551 38 0 B (1.00000000 0.00000000) *
## 17) texture_mean>=3.43551 1 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst>=-1.724518 332 157 M (0.47289157 0.52710843)
## 18) smoothness_worst>=-1.434633 56 16 B (0.71428571 0.28571429)
## 36) texture_mean< 3.052311 51 11 B (0.78431373 0.21568627)
## 72) texture_mean>=2.986641 29 1 B (0.96551724 0.03448276) *
## 73) texture_mean< 2.986641 22 10 B (0.54545455 0.45454545) *
## 37) texture_mean>=3.052311 5 0 M (0.00000000 1.00000000) *
## 19) smoothness_worst< -1.434633 276 117 M (0.42391304 0.57608696)
## 38) smoothness_worst< -1.451541 238 114 M (0.47899160 0.52100840)
## 76) texture_worst< 4.275049 23 2 B (0.91304348 0.08695652) *
## 77) texture_worst>=4.275049 215 93 M (0.43255814 0.56744186) *
## 39) smoothness_worst>=-1.451541 38 3 M (0.07894737 0.92105263)
## 78) compactness_se< -4.28593 3 0 B (1.00000000 0.00000000) *
## 79) compactness_se>=-4.28593 35 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst< -1.749963 518 194 M (0.37451737 0.62548263)
## 10) compactness_se< -4.706178 11 0 B (1.00000000 0.00000000) *
## 11) compactness_se>=-4.706178 507 183 M (0.36094675 0.63905325)
## 22) symmetry_worst< -1.785734 406 164 M (0.40394089 0.59605911)
## 44) symmetry_worst>=-1.797319 15 0 B (1.00000000 0.00000000) *
## 45) symmetry_worst< -1.797319 391 149 M (0.38107417 0.61892583)
## 90) compactness_se>=-4.49319 353 146 M (0.41359773 0.58640227) *
## 91) compactness_se< -4.49319 38 3 M (0.07894737 0.92105263) *
## 23) symmetry_worst>=-1.785734 101 19 M (0.18811881 0.81188119)
## 46) smoothness_worst>=-1.385102 8 0 B (1.00000000 0.00000000) *
## 47) smoothness_worst< -1.385102 93 11 M (0.11827957 0.88172043)
## 94) texture_worst< 4.422428 13 4 B (0.69230769 0.30769231) *
## 95) texture_worst>=4.422428 80 2 M (0.02500000 0.97500000) *
## 3) symmetry_worst>=-1.072749 23 0 M (0.00000000 1.00000000) *
##
## $trees[[97]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 436 M (0.47807018 0.52192982)
## 2) symmetry_worst< -1.001713 896 436 M (0.48660714 0.51339286)
## 4) compactness_se< -4.706178 15 0 B (1.00000000 0.00000000) *
## 5) compactness_se>=-4.706178 881 421 M (0.47786606 0.52213394)
## 10) symmetry_worst>=-1.668336 279 117 B (0.58064516 0.41935484)
## 20) smoothness_mean< -2.17464 260 99 B (0.61923077 0.38076923)
## 40) symmetry_worst< -1.64088 34 3 B (0.91176471 0.08823529)
## 80) texture_mean< 3.067813 31 0 B (1.00000000 0.00000000) *
## 81) texture_mean>=3.067813 3 0 M (0.00000000 1.00000000) *
## 41) symmetry_worst>=-1.64088 226 96 B (0.57522124 0.42477876)
## 82) symmetry_worst>=-1.638169 212 82 B (0.61320755 0.38679245) *
## 83) symmetry_worst< -1.638169 14 0 M (0.00000000 1.00000000) *
## 21) smoothness_mean>=-2.17464 19 1 M (0.05263158 0.94736842)
## 42) texture_mean< 2.688296 1 0 B (1.00000000 0.00000000) *
## 43) texture_mean>=2.688296 18 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst< -1.668336 602 259 M (0.43023256 0.56976744)
## 22) smoothness_worst< -1.584838 84 29 B (0.65476190 0.34523810)
## 44) compactness_se>=-4.51078 70 16 B (0.77142857 0.22857143)
## 88) texture_mean< 3.157684 62 10 B (0.83870968 0.16129032) *
## 89) texture_mean>=3.157684 8 2 M (0.25000000 0.75000000) *
## 45) compactness_se< -4.51078 14 1 M (0.07142857 0.92857143)
## 90) texture_mean< 2.871805 1 0 B (1.00000000 0.00000000) *
## 91) texture_mean>=2.871805 13 0 M (0.00000000 1.00000000) *
## 23) smoothness_worst>=-1.584838 518 204 M (0.39382239 0.60617761)
## 46) smoothness_worst>=-1.570555 477 203 M (0.42557652 0.57442348)
## 92) smoothness_worst< -1.55958 44 10 B (0.77272727 0.22727273) *
## 93) smoothness_worst>=-1.55958 433 169 M (0.39030023 0.60969977) *
## 47) smoothness_worst< -1.570555 41 1 M (0.02439024 0.97560976)
## 94) texture_mean>=3.383004 1 0 B (1.00000000 0.00000000) *
## 95) texture_mean< 3.383004 40 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.001713 16 0 M (0.00000000 1.00000000) *
##
## $trees[[98]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 435 B (0.52302632 0.47697368)
## 2) symmetry_worst< -1.549706 755 331 B (0.56158940 0.43841060)
## 4) texture_worst>=4.543638 478 180 B (0.62343096 0.37656904)
## 8) smoothness_worst< -1.462628 365 117 B (0.67945205 0.32054795)
## 16) smoothness_mean>=-2.351049 129 22 B (0.82945736 0.17054264)
## 32) texture_worst< 4.911522 111 7 B (0.93693694 0.06306306)
## 64) compactness_se< -3.291767 106 2 B (0.98113208 0.01886792) *
## 65) compactness_se>=-3.291767 5 0 M (0.00000000 1.00000000) *
## 33) texture_worst>=4.911522 18 3 M (0.16666667 0.83333333)
## 66) symmetry_worst< -2.207988 4 1 B (0.75000000 0.25000000) *
## 67) symmetry_worst>=-2.207988 14 0 M (0.00000000 1.00000000) *
## 17) smoothness_mean< -2.351049 236 95 B (0.59745763 0.40254237)
## 34) smoothness_mean< -2.367605 219 78 B (0.64383562 0.35616438)
## 68) symmetry_worst>=-1.750953 81 13 B (0.83950617 0.16049383) *
## 69) symmetry_worst< -1.750953 138 65 B (0.52898551 0.47101449) *
## 35) smoothness_mean>=-2.367605 17 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst>=-1.462628 113 50 M (0.44247788 0.55752212)
## 18) texture_worst>=4.94309 26 4 B (0.84615385 0.15384615)
## 36) symmetry_worst< -1.686744 22 0 B (1.00000000 0.00000000) *
## 37) symmetry_worst>=-1.686744 4 0 M (0.00000000 1.00000000) *
## 19) texture_worst< 4.94309 87 28 M (0.32183908 0.67816092)
## 38) smoothness_mean< -2.322844 13 0 B (1.00000000 0.00000000) *
## 39) smoothness_mean>=-2.322844 74 15 M (0.20270270 0.79729730)
## 78) smoothness_mean>=-2.143877 8 0 B (1.00000000 0.00000000) *
## 79) smoothness_mean< -2.143877 66 7 M (0.10606061 0.89393939) *
## 5) texture_worst< 4.543638 277 126 M (0.45487365 0.54512635)
## 10) symmetry_worst< -1.835199 95 30 B (0.68421053 0.31578947)
## 20) symmetry_worst>=-1.930267 33 1 B (0.96969697 0.03030303)
## 40) smoothness_worst< -1.442513 32 0 B (1.00000000 0.00000000) *
## 41) smoothness_worst>=-1.442513 1 0 M (0.00000000 1.00000000) *
## 21) symmetry_worst< -1.930267 62 29 B (0.53225806 0.46774194)
## 42) texture_mean< 2.758426 11 0 B (1.00000000 0.00000000) *
## 43) texture_mean>=2.758426 51 22 M (0.43137255 0.56862745)
## 86) symmetry_worst< -1.959872 41 19 B (0.53658537 0.46341463) *
## 87) symmetry_worst>=-1.959872 10 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-1.835199 182 61 M (0.33516484 0.66483516)
## 22) symmetry_worst>=-1.799371 141 60 M (0.42553191 0.57446809)
## 44) texture_worst< 4.50835 99 41 B (0.58585859 0.41414141)
## 88) texture_mean< 2.926111 73 18 B (0.75342466 0.24657534) *
## 89) texture_mean>=2.926111 26 3 M (0.11538462 0.88461538) *
## 45) texture_worst>=4.50835 42 2 M (0.04761905 0.95238095)
## 90) smoothness_mean< -2.389015 2 0 B (1.00000000 0.00000000) *
## 91) smoothness_mean>=-2.389015 40 0 M (0.00000000 1.00000000) *
## 23) symmetry_worst< -1.799371 41 1 M (0.02439024 0.97560976)
## 46) texture_mean< 2.697226 1 0 B (1.00000000 0.00000000) *
## 47) texture_mean>=2.697226 40 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.549706 157 53 M (0.33757962 0.66242038)
## 6) texture_mean< 2.777879 20 5 B (0.75000000 0.25000000)
## 12) symmetry_worst< -1.195967 17 2 B (0.88235294 0.11764706)
## 24) texture_mean>=2.518783 15 0 B (1.00000000 0.00000000) *
## 25) texture_mean< 2.518783 2 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst>=-1.195967 3 0 M (0.00000000 1.00000000) *
## 7) texture_mean>=2.777879 137 38 M (0.27737226 0.72262774)
## 14) compactness_se>=-3.074692 27 12 B (0.55555556 0.44444444)
## 28) smoothness_mean< -2.236332 20 5 B (0.75000000 0.25000000)
## 56) smoothness_worst>=-1.454202 13 0 B (1.00000000 0.00000000) *
## 57) smoothness_worst< -1.454202 7 2 M (0.28571429 0.71428571)
## 114) smoothness_mean< -2.377576 2 0 B (1.00000000 0.00000000) *
## 115) smoothness_mean>=-2.377576 5 0 M (0.00000000 1.00000000) *
## 29) smoothness_mean>=-2.236332 7 0 M (0.00000000 1.00000000) *
## 15) compactness_se< -3.074692 110 23 M (0.20909091 0.79090909)
## 30) texture_worst>=4.786713 35 14 M (0.40000000 0.60000000)
## 60) texture_mean< 3.002443 8 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=3.002443 27 6 M (0.22222222 0.77777778)
## 122) smoothness_mean>=-2.311841 8 3 B (0.62500000 0.37500000) *
## 123) smoothness_mean< -2.311841 19 1 M (0.05263158 0.94736842) *
## 31) texture_worst< 4.786713 75 9 M (0.12000000 0.88000000)
## 62) smoothness_worst< -1.559585 15 7 M (0.46666667 0.53333333)
## 124) texture_mean< 2.984348 7 0 B (1.00000000 0.00000000) *
## 125) texture_mean>=2.984348 8 0 M (0.00000000 1.00000000) *
## 63) smoothness_worst>=-1.559585 60 2 M (0.03333333 0.96666667)
## 126) compactness_se>=-3.460958 11 2 M (0.18181818 0.81818182) *
## 127) compactness_se< -3.460958 49 0 M (0.00000000 1.00000000) *
##
## $trees[[99]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 437 M (0.47916667 0.52083333)
## 2) smoothness_worst< -1.443607 777 380 B (0.51093951 0.48906049)
## 4) smoothness_worst>=-1.533657 410 168 B (0.59024390 0.40975610)
## 8) compactness_se>=-3.904055 259 85 B (0.67181467 0.32818533)
## 16) compactness_se< -3.673868 102 10 B (0.90196078 0.09803922)
## 32) texture_worst>=4.224673 95 6 B (0.93684211 0.06315789)
## 64) smoothness_worst< -1.455007 86 2 B (0.97674419 0.02325581) *
## 65) smoothness_worst>=-1.455007 9 4 B (0.55555556 0.44444444) *
## 33) texture_worst< 4.224673 7 3 M (0.42857143 0.57142857)
## 66) texture_mean< 2.74492 3 0 B (1.00000000 0.00000000) *
## 67) texture_mean>=2.74492 4 0 M (0.00000000 1.00000000) *
## 17) compactness_se>=-3.673868 157 75 B (0.52229299 0.47770701)
## 34) compactness_se>=-3.601238 137 55 B (0.59854015 0.40145985)
## 68) symmetry_worst< -2.063476 27 1 B (0.96296296 0.03703704) *
## 69) symmetry_worst>=-2.063476 110 54 B (0.50909091 0.49090909) *
## 35) compactness_se< -3.601238 20 0 M (0.00000000 1.00000000) *
## 9) compactness_se< -3.904055 151 68 M (0.45033113 0.54966887)
## 18) compactness_se< -4.555012 23 2 B (0.91304348 0.08695652)
## 36) symmetry_worst>=-1.862265 20 0 B (1.00000000 0.00000000) *
## 37) symmetry_worst< -1.862265 3 1 M (0.33333333 0.66666667)
## 74) texture_mean< 3.007825 1 0 B (1.00000000 0.00000000) *
## 75) texture_mean>=3.007825 2 0 M (0.00000000 1.00000000) *
## 19) compactness_se>=-4.555012 128 47 M (0.36718750 0.63281250)
## 38) texture_mean< 2.99373 89 43 B (0.51685393 0.48314607)
## 76) symmetry_worst< -1.786753 31 4 B (0.87096774 0.12903226) *
## 77) symmetry_worst>=-1.786753 58 19 M (0.32758621 0.67241379) *
## 39) texture_mean>=2.99373 39 1 M (0.02564103 0.97435897)
## 78) smoothness_worst< -1.528414 1 0 B (1.00000000 0.00000000) *
## 79) smoothness_worst>=-1.528414 38 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst< -1.533657 367 155 M (0.42234332 0.57765668)
## 10) compactness_se< -3.747518 201 96 B (0.52238806 0.47761194)
## 20) compactness_se>=-4.098964 59 7 B (0.88135593 0.11864407)
## 40) texture_worst< 5.269605 52 0 B (1.00000000 0.00000000) *
## 41) texture_worst>=5.269605 7 0 M (0.00000000 1.00000000) *
## 21) compactness_se< -4.098964 142 53 M (0.37323944 0.62676056)
## 42) smoothness_worst< -1.555669 94 45 B (0.52127660 0.47872340)
## 84) smoothness_worst>=-1.570555 17 0 B (1.00000000 0.00000000) *
## 85) smoothness_worst< -1.570555 77 32 M (0.41558442 0.58441558) *
## 43) smoothness_worst>=-1.555669 48 4 M (0.08333333 0.91666667)
## 86) smoothness_mean< -2.469882 3 0 B (1.00000000 0.00000000) *
## 87) smoothness_mean>=-2.469882 45 1 M (0.02222222 0.97777778) *
## 11) compactness_se>=-3.747518 166 50 M (0.30120482 0.69879518)
## 22) smoothness_worst< -1.611728 52 24 B (0.53846154 0.46153846)
## 44) compactness_se>=-3.5866 35 8 B (0.77142857 0.22857143)
## 88) compactness_se< -2.979429 23 0 B (1.00000000 0.00000000) *
## 89) compactness_se>=-2.979429 12 4 M (0.33333333 0.66666667) *
## 45) compactness_se< -3.5866 17 1 M (0.05882353 0.94117647)
## 90) texture_mean>=3.054058 1 0 B (1.00000000 0.00000000) *
## 91) texture_mean< 3.054058 16 0 M (0.00000000 1.00000000) *
## 23) smoothness_worst>=-1.611728 114 22 M (0.19298246 0.80701754)
## 46) smoothness_mean< -2.399592 55 18 M (0.32727273 0.67272727)
## 92) smoothness_mean>=-2.419351 8 0 B (1.00000000 0.00000000) *
## 93) smoothness_mean< -2.419351 47 10 M (0.21276596 0.78723404) *
## 47) smoothness_mean>=-2.399592 59 4 M (0.06779661 0.93220339)
## 94) symmetry_worst>=-1.574567 6 3 B (0.50000000 0.50000000) *
## 95) symmetry_worst< -1.574567 53 1 M (0.01886792 0.98113208) *
## 3) smoothness_worst>=-1.443607 135 40 M (0.29629630 0.70370370)
## 6) compactness_se< -4.02632 31 10 B (0.67741935 0.32258065)
## 12) texture_mean>=2.979048 22 2 B (0.90909091 0.09090909)
## 24) texture_mean< 3.085766 21 1 B (0.95238095 0.04761905)
## 48) smoothness_mean< -2.151736 20 0 B (1.00000000 0.00000000) *
## 49) smoothness_mean>=-2.151736 1 0 M (0.00000000 1.00000000) *
## 25) texture_mean>=3.085766 1 0 M (0.00000000 1.00000000) *
## 13) texture_mean< 2.979048 9 1 M (0.11111111 0.88888889)
## 26) texture_mean< 2.765628 1 0 B (1.00000000 0.00000000) *
## 27) texture_mean>=2.765628 8 0 M (0.00000000 1.00000000) *
## 7) compactness_se>=-4.02632 104 19 M (0.18269231 0.81730769)
## 14) compactness_se>=-3.68868 37 16 M (0.43243243 0.56756757)
## 28) smoothness_mean< -2.314128 5 0 B (1.00000000 0.00000000) *
## 29) smoothness_mean>=-2.314128 32 11 M (0.34375000 0.65625000)
## 58) compactness_se< -3.311998 19 8 B (0.57894737 0.42105263)
## 116) symmetry_worst>=-1.528411 8 1 B (0.87500000 0.12500000) *
## 117) symmetry_worst< -1.528411 11 4 M (0.36363636 0.63636364) *
## 59) compactness_se>=-3.311998 13 0 M (0.00000000 1.00000000) *
## 15) compactness_se< -3.68868 67 3 M (0.04477612 0.95522388)
## 30) smoothness_worst>=-1.369782 1 0 B (1.00000000 0.00000000) *
## 31) smoothness_worst< -1.369782 66 2 M (0.03030303 0.96969697)
## 62) smoothness_worst>=-1.38802 6 1 M (0.16666667 0.83333333)
## 124) texture_mean< 2.894444 1 0 B (1.00000000 0.00000000) *
## 125) texture_mean>=2.894444 5 0 M (0.00000000 1.00000000) *
## 63) smoothness_worst< -1.38802 60 1 M (0.01666667 0.98333333)
## 126) texture_mean< 2.970911 16 1 M (0.06250000 0.93750000) *
## 127) texture_mean>=2.970911 44 0 M (0.00000000 1.00000000) *
##
## $trees[[100]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 404 M (0.44298246 0.55701754)
## 2) compactness_se< -3.622718 545 260 B (0.52293578 0.47706422)
## 4) texture_worst< 4.389172 80 14 B (0.82500000 0.17500000)
## 8) texture_mean< 2.976803 77 11 B (0.85714286 0.14285714)
## 16) texture_mean>=2.531355 76 10 B (0.86842105 0.13157895)
## 32) texture_mean< 2.755881 27 0 B (1.00000000 0.00000000) *
## 33) texture_mean>=2.755881 49 10 B (0.79591837 0.20408163)
## 66) texture_mean>=2.766607 45 6 B (0.86666667 0.13333333) *
## 67) texture_mean< 2.766607 4 0 M (0.00000000 1.00000000) *
## 17) texture_mean< 2.531355 1 0 M (0.00000000 1.00000000) *
## 9) texture_mean>=2.976803 3 0 M (0.00000000 1.00000000) *
## 5) texture_worst>=4.389172 465 219 M (0.47096774 0.52903226)
## 10) smoothness_mean< -2.426508 116 39 B (0.66379310 0.33620690)
## 20) compactness_se>=-4.309155 49 5 B (0.89795918 0.10204082)
## 40) symmetry_worst< -1.496954 45 2 B (0.95555556 0.04444444)
## 80) texture_mean< 3.410351 44 1 B (0.97727273 0.02272727) *
## 81) texture_mean>=3.410351 1 0 M (0.00000000 1.00000000) *
## 41) symmetry_worst>=-1.496954 4 1 M (0.25000000 0.75000000)
## 82) texture_mean< 2.947283 1 0 B (1.00000000 0.00000000) *
## 83) texture_mean>=2.947283 3 0 M (0.00000000 1.00000000) *
## 21) compactness_se< -4.309155 67 33 M (0.49253731 0.50746269)
## 42) texture_mean>=3.17309 11 0 B (1.00000000 0.00000000) *
## 43) texture_mean< 3.17309 56 22 M (0.39285714 0.60714286)
## 86) texture_worst< 4.812659 38 16 B (0.57894737 0.42105263) *
## 87) texture_worst>=4.812659 18 0 M (0.00000000 1.00000000) *
## 11) smoothness_mean>=-2.426508 349 142 M (0.40687679 0.59312321)
## 22) smoothness_mean>=-2.38347 253 123 M (0.48616601 0.51383399)
## 44) symmetry_worst< -1.61788 177 69 B (0.61016949 0.38983051)
## 88) smoothness_worst< -1.417195 165 57 B (0.65454545 0.34545455) *
## 89) smoothness_worst>=-1.417195 12 0 M (0.00000000 1.00000000) *
## 45) symmetry_worst>=-1.61788 76 15 M (0.19736842 0.80263158)
## 90) smoothness_worst< -1.490246 13 4 B (0.69230769 0.30769231) *
## 91) smoothness_worst>=-1.490246 63 6 M (0.09523810 0.90476190) *
## 23) smoothness_mean< -2.38347 96 19 M (0.19791667 0.80208333)
## 46) texture_mean< 2.925543 9 0 B (1.00000000 0.00000000) *
## 47) texture_mean>=2.925543 87 10 M (0.11494253 0.88505747)
## 94) texture_worst< 4.611234 22 9 M (0.40909091 0.59090909) *
## 95) texture_worst>=4.611234 65 1 M (0.01538462 0.98461538) *
## 3) compactness_se>=-3.622718 367 119 M (0.32425068 0.67574932)
## 6) compactness_se>=-3.494301 287 110 M (0.38327526 0.61672474)
## 12) compactness_se< -3.488718 15 0 B (1.00000000 0.00000000) *
## 13) compactness_se>=-3.488718 272 95 M (0.34926471 0.65073529)
## 26) texture_mean< 3.071302 171 78 M (0.45614035 0.54385965)
## 52) texture_worst>=4.62072 38 7 B (0.81578947 0.18421053)
## 104) symmetry_worst< -1.643851 26 0 B (1.00000000 0.00000000) *
## 105) symmetry_worst>=-1.643851 12 5 M (0.41666667 0.58333333) *
## 53) texture_worst< 4.62072 133 47 M (0.35338346 0.64661654)
## 106) compactness_se>=-2.721974 17 1 B (0.94117647 0.05882353) *
## 107) compactness_se< -2.721974 116 31 M (0.26724138 0.73275862) *
## 27) texture_mean>=3.071302 101 17 M (0.16831683 0.83168317)
## 54) smoothness_mean>=-2.120284 5 0 B (1.00000000 0.00000000) *
## 55) smoothness_mean< -2.120284 96 12 M (0.12500000 0.87500000)
## 110) compactness_se>=-3.11604 34 10 M (0.29411765 0.70588235) *
## 111) compactness_se< -3.11604 62 2 M (0.03225806 0.96774194) *
## 7) compactness_se< -3.494301 80 9 M (0.11250000 0.88750000)
## 14) texture_mean>=3.141874 6 0 B (1.00000000 0.00000000) *
## 15) texture_mean< 3.141874 74 3 M (0.04054054 0.95945946)
## 30) texture_mean< 2.551902 1 0 B (1.00000000 0.00000000) *
## 31) texture_mean>=2.551902 73 2 M (0.02739726 0.97260274)
## 62) symmetry_worst>=-1.468088 1 0 B (1.00000000 0.00000000) *
## 63) symmetry_worst< -1.468088 72 1 M (0.01388889 0.98611111)
## 126) smoothness_mean< -2.380923 15 1 M (0.06666667 0.93333333) *
## 127) smoothness_mean>=-2.380923 57 0 M (0.00000000 1.00000000) *
##
## $trees[[101]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 412 M (0.45175439 0.54824561)
## 2) symmetry_worst>=-1.749963 390 174 B (0.55384615 0.44615385)
## 4) symmetry_worst< -1.716495 45 3 B (0.93333333 0.06666667)
## 8) compactness_se>=-4.528789 42 0 B (1.00000000 0.00000000) *
## 9) compactness_se< -4.528789 3 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.716495 345 171 B (0.50434783 0.49565217)
## 10) texture_mean< 2.993981 200 74 B (0.63000000 0.37000000)
## 20) smoothness_mean< -2.22055 173 54 B (0.68786127 0.31213873)
## 40) symmetry_worst>=-1.692331 163 44 B (0.73006135 0.26993865)
## 80) symmetry_worst< -1.641484 44 0 B (1.00000000 0.00000000) *
## 81) symmetry_worst>=-1.641484 119 44 B (0.63025210 0.36974790) *
## 41) symmetry_worst< -1.692331 10 0 M (0.00000000 1.00000000) *
## 21) smoothness_mean>=-2.22055 27 7 M (0.25925926 0.74074074)
## 42) texture_worst< 4.228128 9 3 B (0.66666667 0.33333333)
## 84) texture_mean>=2.515298 6 0 B (1.00000000 0.00000000) *
## 85) texture_mean< 2.515298 3 0 M (0.00000000 1.00000000) *
## 43) texture_worst>=4.228128 18 1 M (0.05555556 0.94444444)
## 86) compactness_se< -4.145429 1 0 B (1.00000000 0.00000000) *
## 87) compactness_se>=-4.145429 17 0 M (0.00000000 1.00000000) *
## 11) texture_mean>=2.993981 145 48 M (0.33103448 0.66896552)
## 22) texture_worst< 5.003123 115 47 M (0.40869565 0.59130435)
## 44) texture_worst>=4.918979 13 0 B (1.00000000 0.00000000) *
## 45) texture_worst< 4.918979 102 34 M (0.33333333 0.66666667)
## 90) compactness_se< -3.446121 64 32 B (0.50000000 0.50000000) *
## 91) compactness_se>=-3.446121 38 2 M (0.05263158 0.94736842) *
## 23) texture_worst>=5.003123 30 1 M (0.03333333 0.96666667)
## 46) compactness_se< -4.410182 5 1 M (0.20000000 0.80000000)
## 92) texture_mean>=3.186756 1 0 B (1.00000000 0.00000000) *
## 93) texture_mean< 3.186756 4 0 M (0.00000000 1.00000000) *
## 47) compactness_se>=-4.410182 25 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst< -1.749963 522 196 M (0.37547893 0.62452107)
## 6) symmetry_worst< -2.031981 140 62 B (0.55714286 0.44285714)
## 12) symmetry_worst>=-2.384404 114 40 B (0.64912281 0.35087719)
## 24) symmetry_worst< -2.232873 33 3 B (0.90909091 0.09090909)
## 48) compactness_se< -3.333908 28 0 B (1.00000000 0.00000000) *
## 49) compactness_se>=-3.333908 5 2 M (0.40000000 0.60000000)
## 98) texture_mean< 3.119511 2 0 B (1.00000000 0.00000000) *
## 99) texture_mean>=3.119511 3 0 M (0.00000000 1.00000000) *
## 25) symmetry_worst>=-2.232873 81 37 B (0.54320988 0.45679012)
## 50) smoothness_mean>=-2.334592 24 4 B (0.83333333 0.16666667)
## 100) smoothness_worst< -1.44137 20 0 B (1.00000000 0.00000000) *
## 101) smoothness_worst>=-1.44137 4 0 M (0.00000000 1.00000000) *
## 51) smoothness_mean< -2.334592 57 24 M (0.42105263 0.57894737)
## 102) smoothness_worst< -1.559798 29 7 B (0.75862069 0.24137931) *
## 103) smoothness_worst>=-1.559798 28 2 M (0.07142857 0.92857143) *
## 13) symmetry_worst< -2.384404 26 4 M (0.15384615 0.84615385)
## 26) smoothness_mean< -2.383628 3 0 B (1.00000000 0.00000000) *
## 27) smoothness_mean>=-2.383628 23 1 M (0.04347826 0.95652174)
## 54) texture_worst>=4.573991 4 1 M (0.25000000 0.75000000)
## 108) texture_mean< 3.050671 1 0 B (1.00000000 0.00000000) *
## 109) texture_mean>=3.050671 3 0 M (0.00000000 1.00000000) *
## 55) texture_worst< 4.573991 19 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-2.031981 382 118 M (0.30890052 0.69109948)
## 14) smoothness_worst< -1.554587 86 42 B (0.51162791 0.48837209)
## 28) smoothness_worst>=-1.570555 24 0 B (1.00000000 0.00000000) *
## 29) smoothness_worst< -1.570555 62 20 M (0.32258065 0.67741935)
## 58) compactness_se>=-3.586422 14 2 B (0.85714286 0.14285714)
## 116) texture_mean< 3.104498 12 0 B (1.00000000 0.00000000) *
## 117) texture_mean>=3.104498 2 0 M (0.00000000 1.00000000) *
## 59) compactness_se< -3.586422 48 8 M (0.16666667 0.83333333)
## 118) smoothness_mean< -2.566967 4 0 B (1.00000000 0.00000000) *
## 119) smoothness_mean>=-2.566967 44 4 M (0.09090909 0.90909091) *
## 15) smoothness_worst>=-1.554587 296 74 M (0.25000000 0.75000000)
## 30) texture_worst< 4.050785 8 0 B (1.00000000 0.00000000) *
## 31) texture_worst>=4.050785 288 66 M (0.22916667 0.77083333)
## 62) smoothness_worst>=-1.381572 7 1 B (0.85714286 0.14285714)
## 124) texture_mean>=3.021759 6 0 B (1.00000000 0.00000000) *
## 125) texture_mean< 3.021759 1 0 M (0.00000000 1.00000000) *
## 63) smoothness_worst< -1.381572 281 60 M (0.21352313 0.78647687)
## 126) compactness_se>=-4.133653 203 56 M (0.27586207 0.72413793) *
## 127) compactness_se< -4.133653 78 4 M (0.05128205 0.94871795) *
##
## $trees[[102]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 414 M (0.45394737 0.54605263)
## 2) symmetry_worst< -1.815934 340 150 B (0.55882353 0.44117647)
## 4) texture_worst< 4.897936 272 96 B (0.64705882 0.35294118)
## 8) symmetry_worst>=-1.990832 142 25 B (0.82394366 0.17605634)
## 16) texture_mean< 2.976803 98 7 B (0.92857143 0.07142857)
## 32) texture_mean>=2.718324 87 2 B (0.97701149 0.02298851)
## 64) texture_worst>=4.190306 79 0 B (1.00000000 0.00000000) *
## 65) texture_worst< 4.190306 8 2 B (0.75000000 0.25000000) *
## 33) texture_mean< 2.718324 11 5 B (0.54545455 0.45454545)
## 66) texture_mean< 2.699568 6 0 B (1.00000000 0.00000000) *
## 67) texture_mean>=2.699568 5 0 M (0.00000000 1.00000000) *
## 17) texture_mean>=2.976803 44 18 B (0.59090909 0.40909091)
## 34) compactness_se>=-3.929882 33 8 B (0.75757576 0.24242424)
## 68) symmetry_worst< -1.888082 22 0 B (1.00000000 0.00000000) *
## 69) symmetry_worst>=-1.888082 11 3 M (0.27272727 0.72727273) *
## 35) compactness_se< -3.929882 11 1 M (0.09090909 0.90909091)
## 70) texture_mean>=3.129939 1 0 B (1.00000000 0.00000000) *
## 71) texture_mean< 3.129939 10 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst< -1.990832 130 59 M (0.45384615 0.54615385)
## 18) smoothness_worst>=-1.477976 25 0 B (1.00000000 0.00000000) *
## 19) smoothness_worst< -1.477976 105 34 M (0.32380952 0.67619048)
## 38) symmetry_worst< -2.049716 54 25 B (0.53703704 0.46296296)
## 76) texture_mean< 3.076827 37 12 B (0.67567568 0.32432432) *
## 77) texture_mean>=3.076827 17 4 M (0.23529412 0.76470588) *
## 39) symmetry_worst>=-2.049716 51 5 M (0.09803922 0.90196078)
## 78) texture_mean>=3.032546 3 0 B (1.00000000 0.00000000) *
## 79) texture_mean< 3.032546 48 2 M (0.04166667 0.95833333) *
## 5) texture_worst>=4.897936 68 14 M (0.20588235 0.79411765)
## 10) symmetry_worst< -2.219322 13 5 B (0.61538462 0.38461538)
## 20) compactness_se< -3.413706 8 0 B (1.00000000 0.00000000) *
## 21) compactness_se>=-3.413706 5 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-2.219322 55 6 M (0.10909091 0.89090909)
## 22) smoothness_worst< -1.62752 3 0 B (1.00000000 0.00000000) *
## 23) smoothness_worst>=-1.62752 52 3 M (0.05769231 0.94230769)
## 46) texture_mean>=3.352813 3 1 B (0.66666667 0.33333333)
## 92) texture_mean< 3.431166 2 0 B (1.00000000 0.00000000) *
## 93) texture_mean>=3.431166 1 0 M (0.00000000 1.00000000) *
## 47) texture_mean< 3.352813 49 1 M (0.02040816 0.97959184)
## 94) texture_mean>=3.33289 4 1 M (0.25000000 0.75000000) *
## 95) texture_mean< 3.33289 45 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst>=-1.815934 572 224 M (0.39160839 0.60839161)
## 6) symmetry_worst>=-1.749307 434 192 M (0.44239631 0.55760369)
## 12) symmetry_worst< -1.656669 97 27 B (0.72164948 0.27835052)
## 24) texture_mean< 2.955415 46 3 B (0.93478261 0.06521739)
## 48) smoothness_mean< -2.190074 42 0 B (1.00000000 0.00000000) *
## 49) smoothness_mean>=-2.190074 4 1 M (0.25000000 0.75000000)
## 98) texture_mean< 2.850534 1 0 B (1.00000000 0.00000000) *
## 99) texture_mean>=2.850534 3 0 M (0.00000000 1.00000000) *
## 25) texture_mean>=2.955415 51 24 B (0.52941176 0.47058824)
## 50) symmetry_worst< -1.716495 24 3 B (0.87500000 0.12500000)
## 100) texture_mean< 3.407548 22 1 B (0.95454545 0.04545455) *
## 101) texture_mean>=3.407548 2 0 M (0.00000000 1.00000000) *
## 51) symmetry_worst>=-1.716495 27 6 M (0.22222222 0.77777778)
## 102) symmetry_worst>=-1.681365 8 2 B (0.75000000 0.25000000) *
## 103) symmetry_worst< -1.681365 19 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst>=-1.656669 337 122 M (0.36201780 0.63798220)
## 26) texture_mean< 2.735974 16 2 B (0.87500000 0.12500000)
## 52) compactness_se< -3.053461 14 0 B (1.00000000 0.00000000) *
## 53) compactness_se>=-3.053461 2 0 M (0.00000000 1.00000000) *
## 27) texture_mean>=2.735974 321 108 M (0.33644860 0.66355140)
## 54) texture_mean>=3.21466 21 6 B (0.71428571 0.28571429)
## 108) texture_mean< 3.257149 16 1 B (0.93750000 0.06250000) *
## 109) texture_mean>=3.257149 5 0 M (0.00000000 1.00000000) *
## 55) texture_mean< 3.21466 300 93 M (0.31000000 0.69000000)
## 110) texture_worst< 4.860528 264 92 M (0.34848485 0.65151515) *
## 111) texture_worst>=4.860528 36 1 M (0.02777778 0.97222222) *
## 7) symmetry_worst< -1.749307 138 32 M (0.23188406 0.76811594)
## 14) smoothness_mean>=-2.313605 40 19 B (0.52500000 0.47500000)
## 28) texture_worst< 4.422428 14 0 B (1.00000000 0.00000000) *
## 29) texture_worst>=4.422428 26 7 M (0.26923077 0.73076923)
## 58) texture_mean< 2.911316 4 0 B (1.00000000 0.00000000) *
## 59) texture_mean>=2.911316 22 3 M (0.13636364 0.86363636)
## 118) texture_mean>=3.039503 3 0 B (1.00000000 0.00000000) *
## 119) texture_mean< 3.039503 19 0 M (0.00000000 1.00000000) *
## 15) smoothness_mean< -2.313605 98 11 M (0.11224490 0.88775510)
## 30) compactness_se< -4.493566 3 0 B (1.00000000 0.00000000) *
## 31) compactness_se>=-4.493566 95 8 M (0.08421053 0.91578947)
## 62) smoothness_mean< -2.518446 2 0 B (1.00000000 0.00000000) *
## 63) smoothness_mean>=-2.518446 93 6 M (0.06451613 0.93548387)
## 126) symmetry_worst< -1.789477 29 6 M (0.20689655 0.79310345) *
## 127) symmetry_worst>=-1.789477 64 0 M (0.00000000 1.00000000) *
##
## $trees[[103]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 430 B (0.52850877 0.47149123)
## 2) symmetry_worst>=-2.49184 892 410 B (0.54035874 0.45964126)
## 4) texture_worst< 4.517889 287 101 B (0.64808362 0.35191638)
## 8) smoothness_mean>=-2.354774 144 29 B (0.79861111 0.20138889)
## 16) smoothness_mean< -2.302886 49 0 B (1.00000000 0.00000000) *
## 17) smoothness_mean>=-2.302886 95 29 B (0.69473684 0.30526316)
## 34) smoothness_mean>=-2.267218 62 9 B (0.85483871 0.14516129)
## 68) symmetry_worst< -1.072749 58 5 B (0.91379310 0.08620690) *
## 69) symmetry_worst>=-1.072749 4 0 M (0.00000000 1.00000000) *
## 35) smoothness_mean< -2.267218 33 13 M (0.39393939 0.60606061)
## 70) texture_worst< 4.138116 8 0 B (1.00000000 0.00000000) *
## 71) texture_worst>=4.138116 25 5 M (0.20000000 0.80000000) *
## 9) smoothness_mean< -2.354774 143 71 M (0.49650350 0.50349650)
## 18) smoothness_mean< -2.374141 119 48 B (0.59663866 0.40336134)
## 36) smoothness_mean>=-2.411844 34 3 B (0.91176471 0.08823529)
## 72) texture_mean< 2.97527 31 0 B (1.00000000 0.00000000) *
## 73) texture_mean>=2.97527 3 0 M (0.00000000 1.00000000) *
## 37) smoothness_mean< -2.411844 85 40 M (0.47058824 0.52941176)
## 74) smoothness_worst>=-1.538946 25 6 B (0.76000000 0.24000000) *
## 75) smoothness_worst< -1.538946 60 21 M (0.35000000 0.65000000) *
## 19) smoothness_mean>=-2.374141 24 0 M (0.00000000 1.00000000) *
## 5) texture_worst>=4.517889 605 296 M (0.48925620 0.51074380)
## 10) smoothness_mean< -2.3332 344 142 B (0.58720930 0.41279070)
## 20) texture_mean>=2.853862 320 121 B (0.62187500 0.37812500)
## 40) symmetry_worst< -1.343702 308 109 B (0.64610390 0.35389610)
## 80) smoothness_mean>=-2.351049 47 4 B (0.91489362 0.08510638) *
## 81) smoothness_mean< -2.351049 261 105 B (0.59770115 0.40229885) *
## 41) symmetry_worst>=-1.343702 12 0 M (0.00000000 1.00000000) *
## 21) texture_mean< 2.853862 24 3 M (0.12500000 0.87500000)
## 42) texture_mean< 2.846361 3 0 B (1.00000000 0.00000000) *
## 43) texture_mean>=2.846361 21 0 M (0.00000000 1.00000000) *
## 11) smoothness_mean>=-2.3332 261 94 M (0.36015326 0.63984674)
## 22) compactness_se< -4.222363 28 4 B (0.85714286 0.14285714)
## 44) smoothness_mean>=-2.305792 24 0 B (1.00000000 0.00000000) *
## 45) smoothness_mean< -2.305792 4 0 M (0.00000000 1.00000000) *
## 23) compactness_se>=-4.222363 233 70 M (0.30042918 0.69957082)
## 46) symmetry_worst< -1.803493 67 33 B (0.50746269 0.49253731)
## 92) texture_mean< 3.104804 38 10 B (0.73684211 0.26315789) *
## 93) texture_mean>=3.104804 29 6 M (0.20689655 0.79310345) *
## 47) symmetry_worst>=-1.803493 166 36 M (0.21686747 0.78313253)
## 94) texture_mean>=2.986641 95 33 M (0.34736842 0.65263158) *
## 95) texture_mean< 2.986641 71 3 M (0.04225352 0.95774648) *
## 3) symmetry_worst< -2.49184 20 0 M (0.00000000 1.00000000) *
##
## $trees[[104]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 448 B (0.50877193 0.49122807)
## 2) compactness_se>=-2.924003 63 15 B (0.76190476 0.23809524)
## 4) texture_mean< 3.083423 44 4 B (0.90909091 0.09090909)
## 8) smoothness_mean< -2.291354 37 0 B (1.00000000 0.00000000) *
## 9) smoothness_mean>=-2.291354 7 3 M (0.42857143 0.57142857)
## 18) symmetry_worst>=-1.170691 3 0 B (1.00000000 0.00000000) *
## 19) symmetry_worst< -1.170691 4 0 M (0.00000000 1.00000000) *
## 5) texture_mean>=3.083423 19 8 M (0.42105263 0.57894737)
## 10) texture_mean>=3.223583 8 0 B (1.00000000 0.00000000) *
## 11) texture_mean< 3.223583 11 0 M (0.00000000 1.00000000) *
## 3) compactness_se< -2.924003 849 416 M (0.48998822 0.51001178)
## 6) compactness_se< -3.011681 831 415 B (0.50060168 0.49939832)
## 12) smoothness_worst< -1.603315 69 17 B (0.75362319 0.24637681)
## 24) symmetry_worst< -1.777195 46 4 B (0.91304348 0.08695652)
## 48) compactness_se>=-4.514873 34 0 B (1.00000000 0.00000000) *
## 49) compactness_se< -4.514873 12 4 B (0.66666667 0.33333333)
## 98) compactness_se< -4.764686 8 0 B (1.00000000 0.00000000) *
## 99) compactness_se>=-4.764686 4 0 M (0.00000000 1.00000000) *
## 25) symmetry_worst>=-1.777195 23 10 M (0.43478261 0.56521739)
## 50) texture_mean>=3.083898 8 0 B (1.00000000 0.00000000) *
## 51) texture_mean< 3.083898 15 2 M (0.13333333 0.86666667)
## 102) texture_mean< 2.939162 2 0 B (1.00000000 0.00000000) *
## 103) texture_mean>=2.939162 13 0 M (0.00000000 1.00000000) *
## 13) smoothness_worst>=-1.603315 762 364 M (0.47769029 0.52230971)
## 26) smoothness_worst>=-1.59596 733 362 M (0.49386085 0.50613915)
## 52) smoothness_mean>=-2.354774 378 160 B (0.57671958 0.42328042)
## 104) texture_worst< 4.895983 322 113 B (0.64906832 0.35093168) *
## 105) texture_worst>=4.895983 56 9 M (0.16071429 0.83928571) *
## 53) smoothness_mean< -2.354774 355 144 M (0.40563380 0.59436620)
## 106) smoothness_mean< -2.367284 303 142 M (0.46864686 0.53135314) *
## 107) smoothness_mean>=-2.367284 52 2 M (0.03846154 0.96153846) *
## 27) smoothness_worst< -1.59596 29 2 M (0.06896552 0.93103448)
## 54) texture_mean< 2.755158 1 0 B (1.00000000 0.00000000) *
## 55) texture_mean>=2.755158 28 1 M (0.03571429 0.96428571)
## 110) texture_mean< 2.85796 6 1 M (0.16666667 0.83333333) *
## 111) texture_mean>=2.85796 22 0 M (0.00000000 1.00000000) *
## 7) compactness_se>=-3.011681 18 0 M (0.00000000 1.00000000) *
##
## $trees[[105]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 437 M (0.47916667 0.52083333)
## 2) symmetry_worst< -1.293774 874 432 M (0.49427918 0.50572082)
## 4) texture_worst< 4.517889 259 103 B (0.60231660 0.39768340)
## 8) smoothness_worst< -1.473088 174 47 B (0.72988506 0.27011494)
## 16) texture_worst>=4.3976 76 6 B (0.92105263 0.07894737)
## 32) texture_mean< 2.982637 60 0 B (1.00000000 0.00000000) *
## 33) texture_mean>=2.982637 16 6 B (0.62500000 0.37500000)
## 66) texture_mean>=3.029295 12 2 B (0.83333333 0.16666667) *
## 67) texture_mean< 3.029295 4 0 M (0.00000000 1.00000000) *
## 17) texture_worst< 4.3976 98 41 B (0.58163265 0.41836735)
## 34) texture_mean>=2.89867 30 3 B (0.90000000 0.10000000)
## 68) smoothness_mean>=-2.515683 29 2 B (0.93103448 0.06896552) *
## 69) smoothness_mean< -2.515683 1 0 M (0.00000000 1.00000000) *
## 35) texture_mean< 2.89867 68 30 M (0.44117647 0.55882353)
## 70) texture_mean< 2.8622 50 20 B (0.60000000 0.40000000) *
## 71) texture_mean>=2.8622 18 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst>=-1.473088 85 29 M (0.34117647 0.65882353)
## 18) compactness_se< -4.086695 11 0 B (1.00000000 0.00000000) *
## 19) compactness_se>=-4.086695 74 18 M (0.24324324 0.75675676)
## 38) symmetry_worst< -1.799399 15 6 B (0.60000000 0.40000000)
## 76) compactness_se>=-3.688534 9 0 B (1.00000000 0.00000000) *
## 77) compactness_se< -3.688534 6 0 M (0.00000000 1.00000000) *
## 39) symmetry_worst>=-1.799399 59 9 M (0.15254237 0.84745763)
## 78) symmetry_worst>=-1.395041 3 0 B (1.00000000 0.00000000) *
## 79) symmetry_worst< -1.395041 56 6 M (0.10714286 0.89285714) *
## 5) texture_worst>=4.517889 615 276 M (0.44878049 0.55121951)
## 10) smoothness_worst>=-1.429075 81 26 B (0.67901235 0.32098765)
## 20) compactness_se< -4.032549 33 1 B (0.96969697 0.03030303)
## 40) texture_mean< 3.075523 32 0 B (1.00000000 0.00000000) *
## 41) texture_mean>=3.075523 1 0 M (0.00000000 1.00000000) *
## 21) compactness_se>=-4.032549 48 23 M (0.47916667 0.52083333)
## 42) compactness_se>=-3.475452 28 7 B (0.75000000 0.25000000)
## 84) smoothness_worst< -1.395608 15 0 B (1.00000000 0.00000000) *
## 85) smoothness_worst>=-1.395608 13 6 M (0.46153846 0.53846154) *
## 43) compactness_se< -3.475452 20 2 M (0.10000000 0.90000000)
## 86) smoothness_worst< -1.417195 2 0 B (1.00000000 0.00000000) *
## 87) smoothness_worst>=-1.417195 18 0 M (0.00000000 1.00000000) *
## 11) smoothness_worst< -1.429075 534 221 M (0.41385768 0.58614232)
## 22) symmetry_worst>=-1.490299 39 9 B (0.76923077 0.23076923)
## 44) texture_worst< 4.742706 30 1 B (0.96666667 0.03333333)
## 88) texture_mean>=2.899771 29 0 B (1.00000000 0.00000000) *
## 89) texture_mean< 2.899771 1 0 M (0.00000000 1.00000000) *
## 45) texture_worst>=4.742706 9 1 M (0.11111111 0.88888889)
## 90) texture_mean>=3.225651 1 0 B (1.00000000 0.00000000) *
## 91) texture_mean< 3.225651 8 0 M (0.00000000 1.00000000) *
## 23) symmetry_worst< -1.490299 495 191 M (0.38585859 0.61414141)
## 46) texture_mean>=3.337721 25 5 B (0.80000000 0.20000000)
## 92) smoothness_worst>=-1.582589 21 1 B (0.95238095 0.04761905) *
## 93) smoothness_worst< -1.582589 4 0 M (0.00000000 1.00000000) *
## 47) texture_mean< 3.337721 470 171 M (0.36382979 0.63617021)
## 94) smoothness_worst< -1.559798 117 53 B (0.54700855 0.45299145) *
## 95) smoothness_worst>=-1.559798 353 107 M (0.30311615 0.69688385) *
## 3) symmetry_worst>=-1.293774 38 5 M (0.13157895 0.86842105)
## 6) smoothness_worst< -1.449464 17 5 M (0.29411765 0.70588235)
## 12) compactness_se>=-3.948939 8 3 B (0.62500000 0.37500000)
## 24) texture_worst>=4.082688 5 0 B (1.00000000 0.00000000) *
## 25) texture_worst< 4.082688 3 0 M (0.00000000 1.00000000) *
## 13) compactness_se< -3.948939 9 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst>=-1.449464 21 0 M (0.00000000 1.00000000) *
##
## $trees[[106]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 448 M (0.49122807 0.50877193)
## 2) symmetry_worst>=-1.990832 693 325 B (0.53102453 0.46897547)
## 4) texture_mean>=2.746628 644 287 B (0.55434783 0.44565217)
## 8) compactness_se>=-4.676462 609 259 B (0.57471264 0.42528736)
## 16) smoothness_mean< -2.333148 314 105 B (0.66560510 0.33439490)
## 32) texture_mean< 2.976294 185 41 B (0.77837838 0.22162162)
## 64) smoothness_mean>=-2.410171 87 2 B (0.97701149 0.02298851) *
## 65) smoothness_mean< -2.410171 98 39 B (0.60204082 0.39795918) *
## 33) texture_mean>=2.976294 129 64 B (0.50387597 0.49612403)
## 66) texture_worst>=4.901515 42 8 B (0.80952381 0.19047619) *
## 67) texture_worst< 4.901515 87 31 M (0.35632184 0.64367816) *
## 17) smoothness_mean>=-2.333148 295 141 M (0.47796610 0.52203390)
## 34) compactness_se< -4.222363 24 1 B (0.95833333 0.04166667)
## 68) texture_mean< 3.041463 23 0 B (1.00000000 0.00000000) *
## 69) texture_mean>=3.041463 1 0 M (0.00000000 1.00000000) *
## 35) compactness_se>=-4.222363 271 118 M (0.43542435 0.56457565)
## 70) smoothness_worst>=-1.476605 142 63 B (0.55633803 0.44366197) *
## 71) smoothness_worst< -1.476605 129 39 M (0.30232558 0.69767442) *
## 9) compactness_se< -4.676462 35 7 M (0.20000000 0.80000000)
## 18) compactness_se< -4.721452 7 1 B (0.85714286 0.14285714)
## 36) smoothness_worst>=-1.619004 6 0 B (1.00000000 0.00000000) *
## 37) smoothness_worst< -1.619004 1 0 M (0.00000000 1.00000000) *
## 19) compactness_se>=-4.721452 28 1 M (0.03571429 0.96428571)
## 38) smoothness_mean>=-2.441817 1 0 B (1.00000000 0.00000000) *
## 39) smoothness_mean< -2.441817 27 0 M (0.00000000 1.00000000) *
## 5) texture_mean< 2.746628 49 11 M (0.22448980 0.77551020)
## 10) smoothness_mean< -2.392963 8 0 B (1.00000000 0.00000000) *
## 11) smoothness_mean>=-2.392963 41 3 M (0.07317073 0.92682927)
## 22) texture_mean< 2.449364 2 0 B (1.00000000 0.00000000) *
## 23) texture_mean>=2.449364 39 1 M (0.02564103 0.97435897)
## 46) compactness_se< -4.006384 1 0 B (1.00000000 0.00000000) *
## 47) compactness_se>=-4.006384 38 0 M (0.00000000 1.00000000) *
## 3) symmetry_worst< -1.990832 219 80 M (0.36529680 0.63470320)
## 6) compactness_se< -3.592137 133 63 M (0.47368421 0.52631579)
## 12) smoothness_mean< -2.447438 17 0 B (1.00000000 0.00000000) *
## 13) smoothness_mean>=-2.447438 116 46 M (0.39655172 0.60344828)
## 26) compactness_se>=-4.032373 52 19 B (0.63461538 0.36538462)
## 52) texture_worst< 4.644362 18 0 B (1.00000000 0.00000000) *
## 53) texture_worst>=4.644362 34 15 M (0.44117647 0.55882353)
## 106) symmetry_worst< -2.207988 12 0 B (1.00000000 0.00000000) *
## 107) symmetry_worst>=-2.207988 22 3 M (0.13636364 0.86363636) *
## 27) compactness_se< -4.032373 64 13 M (0.20312500 0.79687500)
## 54) smoothness_mean>=-2.299708 5 0 B (1.00000000 0.00000000) *
## 55) smoothness_mean< -2.299708 59 8 M (0.13559322 0.86440678)
## 110) texture_mean< 2.846651 2 0 B (1.00000000 0.00000000) *
## 111) texture_mean>=2.846651 57 6 M (0.10526316 0.89473684) *
## 7) compactness_se>=-3.592137 86 17 M (0.19767442 0.80232558)
## 14) symmetry_worst< -2.174839 30 15 B (0.50000000 0.50000000)
## 28) symmetry_worst>=-2.218277 7 0 B (1.00000000 0.00000000) *
## 29) symmetry_worst< -2.218277 23 8 M (0.34782609 0.65217391)
## 58) compactness_se>=-3.248462 4 0 B (1.00000000 0.00000000) *
## 59) compactness_se< -3.248462 19 4 M (0.21052632 0.78947368)
## 118) texture_worst>=5.216315 4 0 B (1.00000000 0.00000000) *
## 119) texture_worst< 5.216315 15 0 M (0.00000000 1.00000000) *
## 15) symmetry_worst>=-2.174839 56 2 M (0.03571429 0.96428571)
## 30) smoothness_mean< -2.661875 1 0 B (1.00000000 0.00000000) *
## 31) smoothness_mean>=-2.661875 55 1 M (0.01818182 0.98181818)
## 62) compactness_se>=-2.626594 1 0 B (1.00000000 0.00000000) *
## 63) compactness_se< -2.626594 54 0 M (0.00000000 1.00000000) *
##
## $trees[[107]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 412 B (0.54824561 0.45175439)
## 2) smoothness_mean< -2.21595 815 344 B (0.57791411 0.42208589)
## 4) smoothness_mean>=-2.235394 69 12 B (0.82608696 0.17391304)
## 8) texture_worst< 4.85878 58 1 B (0.98275862 0.01724138)
## 16) texture_mean< 3.093624 57 0 B (1.00000000 0.00000000) *
## 17) texture_mean>=3.093624 1 0 M (0.00000000 1.00000000) *
## 9) texture_worst>=4.85878 11 0 M (0.00000000 1.00000000) *
## 5) smoothness_mean< -2.235394 746 332 B (0.55495979 0.44504021)
## 10) smoothness_mean< -2.242902 723 309 B (0.57261411 0.42738589)
## 20) compactness_se>=-4.098353 499 187 B (0.62525050 0.37474950)
## 40) smoothness_worst< -1.424105 473 165 B (0.65116279 0.34883721)
## 80) smoothness_worst>=-1.565486 375 110 B (0.70666667 0.29333333) *
## 81) smoothness_worst< -1.565486 98 43 M (0.43877551 0.56122449) *
## 41) smoothness_worst>=-1.424105 26 4 M (0.15384615 0.84615385)
## 82) smoothness_mean< -2.361754 4 0 B (1.00000000 0.00000000) *
## 83) smoothness_mean>=-2.361754 22 0 M (0.00000000 1.00000000) *
## 21) compactness_se< -4.098353 224 102 M (0.45535714 0.54464286)
## 42) texture_worst< 4.278847 20 0 B (1.00000000 0.00000000) *
## 43) texture_worst>=4.278847 204 82 M (0.40196078 0.59803922)
## 86) smoothness_mean>=-2.291157 10 0 B (1.00000000 0.00000000) *
## 87) smoothness_mean< -2.291157 194 72 M (0.37113402 0.62886598) *
## 11) smoothness_mean>=-2.242902 23 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.21595 97 29 M (0.29896907 0.70103093)
## 6) symmetry_worst< -1.766269 37 17 B (0.54054054 0.45945946)
## 12) texture_mean< 3.014897 15 0 B (1.00000000 0.00000000) *
## 13) texture_mean>=3.014897 22 5 M (0.22727273 0.77272727)
## 26) smoothness_worst>=-1.445744 5 0 B (1.00000000 0.00000000) *
## 27) smoothness_worst< -1.445744 17 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst>=-1.766269 60 9 M (0.15000000 0.85000000)
## 14) texture_worst< 4.143945 11 4 B (0.63636364 0.36363636)
## 28) texture_mean>=2.515298 7 0 B (1.00000000 0.00000000) *
## 29) texture_mean< 2.515298 4 0 M (0.00000000 1.00000000) *
## 15) texture_worst>=4.143945 49 2 M (0.04081633 0.95918367)
## 30) texture_mean>=3.039982 9 2 M (0.22222222 0.77777778)
## 60) texture_mean< 3.044522 2 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=3.044522 7 0 M (0.00000000 1.00000000) *
## 31) texture_mean< 3.039982 40 0 M (0.00000000 1.00000000) *
##
## $trees[[108]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 435 B (0.52302632 0.47697368)
## 2) smoothness_mean< -2.425205 211 75 B (0.64454976 0.35545024)
## 4) smoothness_mean>=-2.445878 58 8 B (0.86206897 0.13793103)
## 8) symmetry_worst>=-1.98453 48 2 B (0.95833333 0.04166667)
## 16) smoothness_worst>=-1.607486 46 0 B (1.00000000 0.00000000) *
## 17) smoothness_worst< -1.607486 2 0 M (0.00000000 1.00000000) *
## 9) symmetry_worst< -1.98453 10 4 M (0.40000000 0.60000000)
## 18) smoothness_mean>=-2.439384 3 0 B (1.00000000 0.00000000) *
## 19) smoothness_mean< -2.439384 7 1 M (0.14285714 0.85714286)
## 38) texture_mean>=3.241185 1 0 B (1.00000000 0.00000000) *
## 39) texture_mean< 3.241185 6 0 M (0.00000000 1.00000000) *
## 5) smoothness_mean< -2.445878 153 67 B (0.56209150 0.43790850)
## 10) texture_worst< 4.380271 24 2 B (0.91666667 0.08333333)
## 20) symmetry_worst< -1.640476 20 0 B (1.00000000 0.00000000) *
## 21) symmetry_worst>=-1.640476 4 2 B (0.50000000 0.50000000)
## 42) texture_mean< 2.901172 2 0 B (1.00000000 0.00000000) *
## 43) texture_mean>=2.901172 2 0 M (0.00000000 1.00000000) *
## 11) texture_worst>=4.380271 129 64 M (0.49612403 0.50387597)
## 22) compactness_se< -4.803674 9 0 B (1.00000000 0.00000000) *
## 23) compactness_se>=-4.803674 120 55 M (0.45833333 0.54166667)
## 46) compactness_se>=-4.658767 101 47 B (0.53465347 0.46534653)
## 92) compactness_se< -3.643388 51 15 B (0.70588235 0.29411765) *
## 93) compactness_se>=-3.643388 50 18 M (0.36000000 0.64000000) *
## 47) compactness_se< -4.658767 19 1 M (0.05263158 0.94736842)
## 94) texture_mean>=3.184969 1 0 B (1.00000000 0.00000000) *
## 95) texture_mean< 3.184969 18 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.425205 701 341 M (0.48644793 0.51355207)
## 6) compactness_se< -4.605333 13 0 B (1.00000000 0.00000000) *
## 7) compactness_se>=-4.605333 688 328 M (0.47674419 0.52325581)
## 14) smoothness_mean>=-2.421763 655 324 M (0.49465649 0.50534351)
## 28) symmetry_worst>=-1.556438 177 64 B (0.63841808 0.36158192)
## 56) symmetry_worst< -1.36527 126 29 B (0.76984127 0.23015873)
## 112) texture_mean< 2.956197 47 1 B (0.97872340 0.02127660) *
## 113) texture_mean>=2.956197 79 28 B (0.64556962 0.35443038) *
## 57) symmetry_worst>=-1.36527 51 16 M (0.31372549 0.68627451)
## 114) smoothness_worst< -1.497484 14 3 B (0.78571429 0.21428571) *
## 115) smoothness_worst>=-1.497484 37 5 M (0.13513514 0.86486486) *
## 29) symmetry_worst< -1.556438 478 211 M (0.44142259 0.55857741)
## 58) compactness_se>=-4.403208 456 211 M (0.46271930 0.53728070)
## 116) smoothness_worst< -1.549191 60 15 B (0.75000000 0.25000000) *
## 117) smoothness_worst>=-1.549191 396 166 M (0.41919192 0.58080808) *
## 59) compactness_se< -4.403208 22 0 M (0.00000000 1.00000000) *
## 15) smoothness_mean< -2.421763 33 4 M (0.12121212 0.87878788)
## 30) texture_mean>=2.937566 11 4 M (0.36363636 0.63636364)
## 60) texture_mean< 3.069566 4 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=3.069566 7 0 M (0.00000000 1.00000000) *
## 31) texture_mean< 2.937566 22 0 M (0.00000000 1.00000000) *
##
## $trees[[109]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 428 B (0.53070175 0.46929825)
## 2) smoothness_mean< -2.506908 44 1 B (0.97727273 0.02272727)
## 4) smoothness_worst>=-1.720903 40 0 B (1.00000000 0.00000000) *
## 5) smoothness_worst< -1.720903 4 1 B (0.75000000 0.25000000)
## 10) smoothness_mean< -2.637023 3 0 B (1.00000000 0.00000000) *
## 11) smoothness_mean>=-2.637023 1 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.506908 868 427 B (0.50806452 0.49193548)
## 6) smoothness_worst< -1.451541 706 324 B (0.54107649 0.45892351)
## 12) smoothness_worst>=-1.532606 421 162 B (0.61520190 0.38479810)
## 24) texture_worst< 4.905415 348 115 B (0.66954023 0.33045977)
## 48) smoothness_mean< -2.414471 39 0 B (1.00000000 0.00000000) *
## 49) smoothness_mean>=-2.414471 309 115 B (0.62783172 0.37216828)
## 98) smoothness_mean>=-2.275457 106 20 B (0.81132075 0.18867925) *
## 99) smoothness_mean< -2.275457 203 95 B (0.53201970 0.46798030) *
## 25) texture_worst>=4.905415 73 26 M (0.35616438 0.64383562)
## 50) symmetry_worst< -2.219322 17 2 B (0.88235294 0.11764706)
## 100) smoothness_mean< -2.317053 15 0 B (1.00000000 0.00000000) *
## 101) smoothness_mean>=-2.317053 2 0 M (0.00000000 1.00000000) *
## 51) symmetry_worst>=-2.219322 56 11 M (0.19642857 0.80357143)
## 102) texture_mean< 2.938653 3 0 B (1.00000000 0.00000000) *
## 103) texture_mean>=2.938653 53 8 M (0.15094340 0.84905660) *
## 13) smoothness_worst< -1.532606 285 123 M (0.43157895 0.56842105)
## 26) smoothness_worst< -1.558926 172 79 B (0.54069767 0.45930233)
## 52) smoothness_worst>=-1.565486 29 2 B (0.93103448 0.06896552)
## 104) smoothness_mean< -2.3007 28 1 B (0.96428571 0.03571429) *
## 105) smoothness_mean>=-2.3007 1 0 M (0.00000000 1.00000000) *
## 53) smoothness_worst< -1.565486 143 66 M (0.46153846 0.53846154)
## 106) texture_mean>=2.945474 87 35 B (0.59770115 0.40229885) *
## 107) texture_mean< 2.945474 56 14 M (0.25000000 0.75000000) *
## 27) smoothness_worst>=-1.558926 113 30 M (0.26548673 0.73451327)
## 54) texture_mean< 2.824054 14 4 B (0.71428571 0.28571429)
## 108) texture_mean>=2.714689 9 0 B (1.00000000 0.00000000) *
## 109) texture_mean< 2.714689 5 1 M (0.20000000 0.80000000) *
## 55) texture_mean>=2.824054 99 20 M (0.20202020 0.79797980)
## 110) compactness_se>=-3.962253 41 15 M (0.36585366 0.63414634) *
## 111) compactness_se< -3.962253 58 5 M (0.08620690 0.91379310) *
## 7) smoothness_worst>=-1.451541 162 59 M (0.36419753 0.63580247)
## 14) texture_worst>=4.94309 24 2 B (0.91666667 0.08333333)
## 28) texture_mean< 3.242184 22 0 B (1.00000000 0.00000000) *
## 29) texture_mean>=3.242184 2 0 M (0.00000000 1.00000000) *
## 15) texture_worst< 4.94309 138 37 M (0.26811594 0.73188406)
## 30) symmetry_worst< -1.45531 89 34 M (0.38202247 0.61797753)
## 60) texture_worst< 4.874946 70 34 M (0.48571429 0.51428571)
## 120) symmetry_worst< -1.86735 11 0 B (1.00000000 0.00000000) *
## 121) symmetry_worst>=-1.86735 59 23 M (0.38983051 0.61016949) *
## 61) texture_worst>=4.874946 19 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst>=-1.45531 49 3 M (0.06122449 0.93877551)
## 62) texture_mean< 2.692775 1 0 B (1.00000000 0.00000000) *
## 63) texture_mean>=2.692775 48 2 M (0.04166667 0.95833333)
## 126) compactness_se< -4.187745 1 0 B (1.00000000 0.00000000) *
## 127) compactness_se>=-4.187745 47 1 M (0.02127660 0.97872340) *
##
## $trees[[110]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 442 B (0.51535088 0.48464912)
## 2) compactness_se< -3.721197 500 209 B (0.58200000 0.41800000)
## 4) symmetry_worst< -1.472622 450 171 B (0.62000000 0.38000000)
## 8) smoothness_mean>=-2.294121 118 22 B (0.81355932 0.18644068)
## 16) texture_worst< 5.040422 109 13 B (0.88073394 0.11926606)
## 32) smoothness_worst< -1.415163 102 7 B (0.93137255 0.06862745)
## 64) smoothness_mean< -2.089616 100 5 B (0.95000000 0.05000000) *
## 65) smoothness_mean>=-2.089616 2 0 M (0.00000000 1.00000000) *
## 33) smoothness_worst>=-1.415163 7 1 M (0.14285714 0.85714286)
## 66) texture_mean< 2.908398 1 0 B (1.00000000 0.00000000) *
## 67) texture_mean>=2.908398 6 0 M (0.00000000 1.00000000) *
## 17) texture_worst>=5.040422 9 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.294121 332 149 B (0.55120482 0.44879518)
## 18) compactness_se>=-3.869459 41 2 B (0.95121951 0.04878049)
## 36) texture_worst>=4.523279 36 0 B (1.00000000 0.00000000) *
## 37) texture_worst< 4.523279 5 2 B (0.60000000 0.40000000)
## 74) texture_mean< 2.976548 3 0 B (1.00000000 0.00000000) *
## 75) texture_mean>=2.976548 2 0 M (0.00000000 1.00000000) *
## 19) compactness_se< -3.869459 291 144 M (0.49484536 0.50515464)
## 38) smoothness_mean< -2.335108 222 95 B (0.57207207 0.42792793)
## 76) compactness_se>=-4.328331 127 36 B (0.71653543 0.28346457) *
## 77) compactness_se< -4.328331 95 36 M (0.37894737 0.62105263) *
## 39) smoothness_mean>=-2.335108 69 17 M (0.24637681 0.75362319)
## 78) compactness_se< -3.950529 32 15 B (0.53125000 0.46875000) *
## 79) compactness_se>=-3.950529 37 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.472622 50 12 M (0.24000000 0.76000000)
## 10) texture_mean< 2.799919 6 0 B (1.00000000 0.00000000) *
## 11) texture_mean>=2.799919 44 6 M (0.13636364 0.86363636)
## 22) smoothness_mean< -2.425324 4 1 B (0.75000000 0.25000000)
## 44) texture_mean< 2.973222 3 0 B (1.00000000 0.00000000) *
## 45) texture_mean>=2.973222 1 0 M (0.00000000 1.00000000) *
## 23) smoothness_mean>=-2.425324 40 3 M (0.07500000 0.92500000)
## 46) texture_mean>=3.217018 2 0 B (1.00000000 0.00000000) *
## 47) texture_mean< 3.217018 38 1 M (0.02631579 0.97368421)
## 94) smoothness_mean>=-2.240603 2 1 B (0.50000000 0.50000000) *
## 95) smoothness_mean< -2.240603 36 0 M (0.00000000 1.00000000) *
## 3) compactness_se>=-3.721197 412 179 M (0.43446602 0.56553398)
## 6) smoothness_worst>=-1.415354 55 16 B (0.70909091 0.29090909)
## 12) smoothness_worst< -1.395608 27 1 B (0.96296296 0.03703704)
## 24) texture_mean>=2.685007 26 0 B (1.00000000 0.00000000) *
## 25) texture_mean< 2.685007 1 0 M (0.00000000 1.00000000) *
## 13) smoothness_worst>=-1.395608 28 13 M (0.46428571 0.53571429)
## 26) symmetry_worst< -1.596878 13 3 B (0.76923077 0.23076923)
## 52) smoothness_mean>=-2.191874 10 0 B (1.00000000 0.00000000) *
## 53) smoothness_mean< -2.191874 3 0 M (0.00000000 1.00000000) *
## 27) symmetry_worst>=-1.596878 15 3 M (0.20000000 0.80000000)
## 54) texture_mean< 2.688296 3 0 B (1.00000000 0.00000000) *
## 55) texture_mean>=2.688296 12 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst< -1.415354 357 140 M (0.39215686 0.60784314)
## 14) smoothness_mean< -2.423737 97 38 B (0.60824742 0.39175258)
## 28) texture_mean< 3.049609 52 8 B (0.84615385 0.15384615)
## 56) compactness_se>=-3.468497 40 0 B (1.00000000 0.00000000) *
## 57) compactness_se< -3.468497 12 4 M (0.33333333 0.66666667)
## 114) texture_mean< 2.707148 2 0 B (1.00000000 0.00000000) *
## 115) texture_mean>=2.707148 10 2 M (0.20000000 0.80000000) *
## 29) texture_mean>=3.049609 45 15 M (0.33333333 0.66666667)
## 58) compactness_se< -3.519057 11 1 B (0.90909091 0.09090909)
## 116) symmetry_worst< -1.447295 10 0 B (1.00000000 0.00000000) *
## 117) symmetry_worst>=-1.447295 1 0 M (0.00000000 1.00000000) *
## 59) compactness_se>=-3.519057 34 5 M (0.14705882 0.85294118)
## 118) smoothness_mean< -2.638103 3 0 B (1.00000000 0.00000000) *
## 119) smoothness_mean>=-2.638103 31 2 M (0.06451613 0.93548387) *
## 15) smoothness_mean>=-2.423737 260 81 M (0.31153846 0.68846154)
## 30) symmetry_worst< -2.174839 22 6 B (0.72727273 0.27272727)
## 60) smoothness_mean< -2.272702 16 0 B (1.00000000 0.00000000) *
## 61) smoothness_mean>=-2.272702 6 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst>=-2.174839 238 65 M (0.27310924 0.72689076)
## 62) symmetry_worst>=-1.608735 80 37 M (0.46250000 0.53750000)
## 124) texture_mean< 2.96681 37 11 B (0.70270270 0.29729730) *
## 125) texture_mean>=2.96681 43 11 M (0.25581395 0.74418605) *
## 63) symmetry_worst< -1.608735 158 28 M (0.17721519 0.82278481)
## 126) symmetry_worst< -1.876269 59 23 M (0.38983051 0.61016949) *
## 127) symmetry_worst>=-1.876269 99 5 M (0.05050505 0.94949495) *
##
## $trees[[111]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 444 M (0.48684211 0.51315789)
## 2) symmetry_worst< -1.541072 742 352 B (0.52560647 0.47439353)
## 4) symmetry_worst>=-1.606972 71 16 B (0.77464789 0.22535211)
## 8) smoothness_worst< -1.411018 65 10 B (0.84615385 0.15384615)
## 16) compactness_se>=-4.176857 60 5 B (0.91666667 0.08333333)
## 32) texture_mean< 3.258266 59 4 B (0.93220339 0.06779661)
## 64) smoothness_worst>=-1.508375 41 0 B (1.00000000 0.00000000) *
## 65) smoothness_worst< -1.508375 18 4 B (0.77777778 0.22222222) *
## 33) texture_mean>=3.258266 1 0 M (0.00000000 1.00000000) *
## 17) compactness_se< -4.176857 5 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst>=-1.411018 6 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst< -1.606972 671 335 M (0.49925484 0.50074516)
## 10) compactness_se< -4.704842 21 0 B (1.00000000 0.00000000) *
## 11) compactness_se>=-4.704842 650 314 M (0.48307692 0.51692308)
## 22) texture_worst< 4.569492 287 123 B (0.57142857 0.42857143)
## 44) texture_worst>=4.543638 40 0 B (1.00000000 0.00000000) *
## 45) texture_worst< 4.543638 247 123 B (0.50202429 0.49797571)
## 90) texture_worst< 4.536474 230 106 B (0.53913043 0.46086957) *
## 91) texture_worst>=4.536474 17 0 M (0.00000000 1.00000000) *
## 23) texture_worst>=4.569492 363 150 M (0.41322314 0.58677686)
## 46) symmetry_worst< -2.233349 29 4 B (0.86206897 0.13793103)
## 92) compactness_se< -3.456755 25 0 B (1.00000000 0.00000000) *
## 93) compactness_se>=-3.456755 4 0 M (0.00000000 1.00000000) *
## 47) symmetry_worst>=-2.233349 334 125 M (0.37425150 0.62574850)
## 94) texture_mean< 2.926894 26 3 B (0.88461538 0.11538462) *
## 95) texture_mean>=2.926894 308 102 M (0.33116883 0.66883117) *
## 3) symmetry_worst>=-1.541072 170 54 M (0.31764706 0.68235294)
## 6) texture_worst>=4.729154 54 27 B (0.50000000 0.50000000)
## 12) texture_worst< 4.86743 35 10 B (0.71428571 0.28571429)
## 24) smoothness_mean< -2.268827 30 5 B (0.83333333 0.16666667)
## 48) compactness_se>=-4.238323 28 3 B (0.89285714 0.10714286)
## 96) symmetry_worst< -0.9904278 26 1 B (0.96153846 0.03846154) *
## 97) symmetry_worst>=-0.9904278 2 0 M (0.00000000 1.00000000) *
## 49) compactness_se< -4.238323 2 0 M (0.00000000 1.00000000) *
## 25) smoothness_mean>=-2.268827 5 0 M (0.00000000 1.00000000) *
## 13) texture_worst>=4.86743 19 2 M (0.10526316 0.89473684)
## 26) compactness_se< -4.410182 2 0 B (1.00000000 0.00000000) *
## 27) compactness_se>=-4.410182 17 0 M (0.00000000 1.00000000) *
## 7) texture_worst< 4.729154 116 27 M (0.23275862 0.76724138)
## 14) compactness_se>=-2.588521 5 1 B (0.80000000 0.20000000)
## 28) texture_mean< 2.929061 4 0 B (1.00000000 0.00000000) *
## 29) texture_mean>=2.929061 1 0 M (0.00000000 1.00000000) *
## 15) compactness_se< -2.588521 111 23 M (0.20720721 0.79279279)
## 30) smoothness_worst>=-1.434633 8 3 B (0.62500000 0.37500000)
## 60) compactness_se< -3.535355 5 0 B (1.00000000 0.00000000) *
## 61) compactness_se>=-3.535355 3 0 M (0.00000000 1.00000000) *
## 31) smoothness_worst< -1.434633 103 18 M (0.17475728 0.82524272)
## 62) smoothness_worst< -1.472504 59 17 M (0.28813559 0.71186441)
## 124) texture_mean< 2.99247 39 17 M (0.43589744 0.56410256) *
## 125) texture_mean>=2.99247 20 0 M (0.00000000 1.00000000) *
## 63) smoothness_worst>=-1.472504 44 1 M (0.02272727 0.97727273)
## 126) symmetry_worst>=-1.244631 2 1 B (0.50000000 0.50000000) *
## 127) symmetry_worst< -1.244631 42 0 M (0.00000000 1.00000000) *
##
## $trees[[112]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 455 M (0.49890351 0.50109649)
## 2) smoothness_mean< -2.413908 260 85 B (0.67307692 0.32692308)
## 4) texture_worst< 4.961576 200 52 B (0.74000000 0.26000000)
## 8) texture_worst>=4.621834 72 5 B (0.93055556 0.06944444)
## 16) symmetry_worst< -1.362675 69 2 B (0.97101449 0.02898551)
## 32) texture_mean< 3.070839 49 0 B (1.00000000 0.00000000) *
## 33) texture_mean>=3.070839 20 2 B (0.90000000 0.10000000)
## 66) texture_mean>=3.076838 19 1 B (0.94736842 0.05263158) *
## 67) texture_mean< 3.076838 1 0 M (0.00000000 1.00000000) *
## 17) symmetry_worst>=-1.362675 3 0 M (0.00000000 1.00000000) *
## 9) texture_worst< 4.621834 128 47 B (0.63281250 0.36718750)
## 18) symmetry_worst< -1.831783 68 13 B (0.80882353 0.19117647)
## 36) symmetry_worst>=-2.040212 45 2 B (0.95555556 0.04444444)
## 72) smoothness_mean< -2.419122 43 0 B (1.00000000 0.00000000) *
## 73) smoothness_mean>=-2.419122 2 0 M (0.00000000 1.00000000) *
## 37) symmetry_worst< -2.040212 23 11 B (0.52173913 0.47826087)
## 74) compactness_se< -3.559123 11 0 B (1.00000000 0.00000000) *
## 75) compactness_se>=-3.559123 12 1 M (0.08333333 0.91666667) *
## 19) symmetry_worst>=-1.831783 60 26 M (0.43333333 0.56666667)
## 38) compactness_se>=-3.556204 12 0 B (1.00000000 0.00000000) *
## 39) compactness_se< -3.556204 48 14 M (0.29166667 0.70833333)
## 78) texture_mean< 2.919658 26 13 B (0.50000000 0.50000000) *
## 79) texture_mean>=2.919658 22 1 M (0.04545455 0.95454545) *
## 5) texture_worst>=4.961576 60 27 M (0.45000000 0.55000000)
## 10) smoothness_worst< -1.623453 7 0 B (1.00000000 0.00000000) *
## 11) smoothness_worst>=-1.623453 53 20 M (0.37735849 0.62264151)
## 22) smoothness_mean>=-2.439903 8 1 B (0.87500000 0.12500000)
## 44) smoothness_mean< -2.425205 7 0 B (1.00000000 0.00000000) *
## 45) smoothness_mean>=-2.425205 1 0 M (0.00000000 1.00000000) *
## 23) smoothness_mean< -2.439903 45 13 M (0.28888889 0.71111111)
## 46) texture_mean>=3.23593 21 10 B (0.52380952 0.47619048)
## 92) texture_mean< 3.388429 14 3 B (0.78571429 0.21428571) *
## 93) texture_mean>=3.388429 7 0 M (0.00000000 1.00000000) *
## 47) texture_mean< 3.23593 24 2 M (0.08333333 0.91666667)
## 94) compactness_se< -4.899363 2 0 B (1.00000000 0.00000000) *
## 95) compactness_se>=-4.899363 22 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.413908 652 280 M (0.42944785 0.57055215)
## 6) texture_worst>=4.751723 188 77 B (0.59042553 0.40957447)
## 12) symmetry_worst< -2.207988 29 1 B (0.96551724 0.03448276)
## 24) smoothness_mean< -2.282229 28 0 B (1.00000000 0.00000000) *
## 25) smoothness_mean>=-2.282229 1 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst>=-2.207988 159 76 B (0.52201258 0.47798742)
## 26) symmetry_worst>=-1.925345 126 47 B (0.62698413 0.37301587)
## 52) texture_worst< 4.895983 72 17 B (0.76388889 0.23611111)
## 104) symmetry_worst< -1.724518 33 1 B (0.96969697 0.03030303) *
## 105) symmetry_worst>=-1.724518 39 16 B (0.58974359 0.41025641) *
## 53) texture_worst>=4.895983 54 24 M (0.44444444 0.55555556)
## 106) texture_worst>=4.940521 42 18 B (0.57142857 0.42857143) *
## 107) texture_worst< 4.940521 12 0 M (0.00000000 1.00000000) *
## 27) symmetry_worst< -1.925345 33 4 M (0.12121212 0.87878788)
## 54) texture_worst< 4.789775 4 0 B (1.00000000 0.00000000) *
## 55) texture_worst>=4.789775 29 0 M (0.00000000 1.00000000) *
## 7) texture_worst< 4.751723 464 169 M (0.36422414 0.63577586)
## 14) texture_worst< 4.681966 425 167 M (0.39294118 0.60705882)
## 28) texture_worst>=4.667341 29 5 B (0.82758621 0.17241379)
## 56) smoothness_mean>=-2.379583 24 0 B (1.00000000 0.00000000) *
## 57) smoothness_mean< -2.379583 5 0 M (0.00000000 1.00000000) *
## 29) texture_worst< 4.667341 396 143 M (0.36111111 0.63888889)
## 58) smoothness_worst< -1.482898 217 96 M (0.44239631 0.55760369)
## 116) symmetry_worst>=-1.692331 64 17 B (0.73437500 0.26562500) *
## 117) symmetry_worst< -1.692331 153 49 M (0.32026144 0.67973856) *
## 59) smoothness_worst>=-1.482898 179 47 M (0.26256983 0.73743017)
## 118) compactness_se< -4.224437 10 0 B (1.00000000 0.00000000) *
## 119) compactness_se>=-4.224437 169 37 M (0.21893491 0.78106509) *
## 15) texture_worst>=4.681966 39 2 M (0.05128205 0.94871795)
## 30) texture_mean< 2.874653 2 0 B (1.00000000 0.00000000) *
## 31) texture_mean>=2.874653 37 0 M (0.00000000 1.00000000) *
##
## $trees[[113]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 416 B (0.54385965 0.45614035)
## 2) symmetry_worst< -1.641484 604 243 B (0.59768212 0.40231788)
## 4) smoothness_worst>=-1.539792 366 120 B (0.67213115 0.32786885)
## 8) smoothness_worst< -1.510826 120 19 B (0.84166667 0.15833333)
## 16) texture_mean< 3.2869 116 15 B (0.87068966 0.12931034)
## 32) texture_mean>=2.90057 96 7 B (0.92708333 0.07291667)
## 64) texture_mean< 3.072425 73 0 B (1.00000000 0.00000000) *
## 65) texture_mean>=3.072425 23 7 B (0.69565217 0.30434783) *
## 33) texture_mean< 2.90057 20 8 B (0.60000000 0.40000000)
## 66) texture_mean< 2.891759 12 0 B (1.00000000 0.00000000) *
## 67) texture_mean>=2.891759 8 0 M (0.00000000 1.00000000) *
## 17) texture_mean>=3.2869 4 0 M (0.00000000 1.00000000) *
## 9) smoothness_worst>=-1.510826 246 101 B (0.58943089 0.41056911)
## 18) texture_mean< 2.929857 106 25 B (0.76415094 0.23584906)
## 36) smoothness_worst>=-1.480334 65 3 B (0.95384615 0.04615385)
## 72) smoothness_worst< -1.431144 60 0 B (1.00000000 0.00000000) *
## 73) smoothness_worst>=-1.431144 5 2 M (0.40000000 0.60000000) *
## 37) smoothness_worst< -1.480334 41 19 M (0.46341463 0.53658537)
## 74) smoothness_worst< -1.482701 27 8 B (0.70370370 0.29629630) *
## 75) smoothness_worst>=-1.482701 14 0 M (0.00000000 1.00000000) *
## 19) texture_mean>=2.929857 140 64 M (0.45714286 0.54285714)
## 38) smoothness_mean< -2.403622 21 3 B (0.85714286 0.14285714)
## 76) smoothness_mean>=-2.460046 19 1 B (0.94736842 0.05263158) *
## 77) smoothness_mean< -2.460046 2 0 M (0.00000000 1.00000000) *
## 39) smoothness_mean>=-2.403622 119 46 M (0.38655462 0.61344538)
## 78) smoothness_worst>=-1.484675 92 46 B (0.50000000 0.50000000) *
## 79) smoothness_worst< -1.484675 27 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst< -1.539792 238 115 M (0.48319328 0.51680672)
## 10) smoothness_worst< -1.584838 113 37 B (0.67256637 0.32743363)
## 20) symmetry_worst>=-2.242382 89 17 B (0.80898876 0.19101124)
## 40) smoothness_worst>=-1.709736 86 14 B (0.83720930 0.16279070)
## 80) texture_mean>=2.973951 49 3 B (0.93877551 0.06122449) *
## 81) texture_mean< 2.973951 37 11 B (0.70270270 0.29729730) *
## 41) smoothness_worst< -1.709736 3 0 M (0.00000000 1.00000000) *
## 21) symmetry_worst< -2.242382 24 4 M (0.16666667 0.83333333)
## 42) texture_worst< 4.368864 7 3 B (0.57142857 0.42857143)
## 84) texture_mean< 2.914792 4 0 B (1.00000000 0.00000000) *
## 85) texture_mean>=2.914792 3 0 M (0.00000000 1.00000000) *
## 43) texture_worst>=4.368864 17 0 M (0.00000000 1.00000000) *
## 11) smoothness_worst>=-1.584838 125 39 M (0.31200000 0.68800000)
## 22) symmetry_worst< -2.201537 10 1 B (0.90000000 0.10000000)
## 44) smoothness_mean>=-2.431699 9 0 B (1.00000000 0.00000000) *
## 45) smoothness_mean< -2.431699 1 0 M (0.00000000 1.00000000) *
## 23) symmetry_worst>=-2.201537 115 30 M (0.26086957 0.73913043)
## 46) smoothness_mean< -2.470355 11 2 B (0.81818182 0.18181818)
## 92) smoothness_worst>=-1.572781 9 0 B (1.00000000 0.00000000) *
## 93) smoothness_worst< -1.572781 2 0 M (0.00000000 1.00000000) *
## 47) smoothness_mean>=-2.470355 104 21 M (0.20192308 0.79807692)
## 94) symmetry_worst>=-1.698675 4 0 B (1.00000000 0.00000000) *
## 95) symmetry_worst< -1.698675 100 17 M (0.17000000 0.83000000) *
## 3) symmetry_worst>=-1.641484 308 135 M (0.43831169 0.56168831)
## 6) symmetry_worst>=-1.634569 281 135 M (0.48042705 0.51957295)
## 12) texture_mean< 2.777879 33 5 B (0.84848485 0.15151515)
## 24) symmetry_worst< -1.195967 28 0 B (1.00000000 0.00000000) *
## 25) symmetry_worst>=-1.195967 5 0 M (0.00000000 1.00000000) *
## 13) texture_mean>=2.777879 248 107 M (0.43145161 0.56854839)
## 26) smoothness_worst< -1.496036 119 49 B (0.58823529 0.41176471)
## 52) texture_mean< 3.00667 58 6 B (0.89655172 0.10344828)
## 104) smoothness_worst>=-1.595067 55 3 B (0.94545455 0.05454545) *
## 105) smoothness_worst< -1.595067 3 0 M (0.00000000 1.00000000) *
## 53) texture_mean>=3.00667 61 18 M (0.29508197 0.70491803)
## 106) texture_worst>=4.753106 29 12 B (0.58620690 0.41379310) *
## 107) texture_worst< 4.753106 32 1 M (0.03125000 0.96875000) *
## 27) smoothness_worst>=-1.496036 129 37 M (0.28682171 0.71317829)
## 54) symmetry_worst< -1.424186 81 33 M (0.40740741 0.59259259)
## 108) smoothness_mean< -2.333927 10 0 B (1.00000000 0.00000000) *
## 109) smoothness_mean>=-2.333927 71 23 M (0.32394366 0.67605634) *
## 55) symmetry_worst>=-1.424186 48 4 M (0.08333333 0.91666667)
## 110) compactness_se>=-2.646661 3 0 B (1.00000000 0.00000000) *
## 111) compactness_se< -2.646661 45 1 M (0.02222222 0.97777778) *
## 7) symmetry_worst< -1.634569 27 0 M (0.00000000 1.00000000) *
##
## $trees[[114]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 430 M (0.47149123 0.52850877)
## 2) symmetry_worst< -1.785734 413 180 B (0.56416465 0.43583535)
## 4) symmetry_worst>=-1.925345 225 72 B (0.68000000 0.32000000)
## 8) texture_mean>=2.718324 209 58 B (0.72248804 0.27751196)
## 16) smoothness_worst< -1.469982 170 36 B (0.78823529 0.21176471)
## 32) compactness_se>=-4.327955 142 20 B (0.85915493 0.14084507)
## 64) texture_mean< 3.076148 93 2 B (0.97849462 0.02150538) *
## 65) texture_mean>=3.076148 49 18 B (0.63265306 0.36734694) *
## 33) compactness_se< -4.327955 28 12 M (0.42857143 0.57142857)
## 66) texture_mean>=2.992821 10 0 B (1.00000000 0.00000000) *
## 67) texture_mean< 2.992821 18 2 M (0.11111111 0.88888889) *
## 17) smoothness_worst>=-1.469982 39 17 M (0.43589744 0.56410256)
## 34) smoothness_mean< -2.405579 9 0 B (1.00000000 0.00000000) *
## 35) smoothness_mean>=-2.405579 30 8 M (0.26666667 0.73333333)
## 70) smoothness_mean>=-2.223945 10 2 B (0.80000000 0.20000000) *
## 71) smoothness_mean< -2.223945 20 0 M (0.00000000 1.00000000) *
## 9) texture_mean< 2.718324 16 2 M (0.12500000 0.87500000)
## 18) texture_mean< 2.679131 2 0 B (1.00000000 0.00000000) *
## 19) texture_mean>=2.679131 14 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst< -1.925345 188 80 M (0.42553191 0.57446809)
## 10) symmetry_worst< -2.048468 88 35 B (0.60227273 0.39772727)
## 20) smoothness_mean< -2.395316 23 3 B (0.86956522 0.13043478)
## 40) compactness_se< -3.004445 21 1 B (0.95238095 0.04761905)
## 80) texture_mean< 3.330945 19 0 B (1.00000000 0.00000000) *
## 81) texture_mean>=3.330945 2 1 B (0.50000000 0.50000000) *
## 41) compactness_se>=-3.004445 2 0 M (0.00000000 1.00000000) *
## 21) smoothness_mean>=-2.395316 65 32 B (0.50769231 0.49230769)
## 42) symmetry_worst>=-2.294897 48 17 B (0.64583333 0.35416667)
## 84) smoothness_mean>=-2.352488 32 3 B (0.90625000 0.09375000) *
## 85) smoothness_mean< -2.352488 16 2 M (0.12500000 0.87500000) *
## 43) symmetry_worst< -2.294897 17 2 M (0.11764706 0.88235294)
## 86) texture_mean< 2.827797 1 0 B (1.00000000 0.00000000) *
## 87) texture_mean>=2.827797 16 1 M (0.06250000 0.93750000) *
## 11) symmetry_worst>=-2.048468 100 27 M (0.27000000 0.73000000)
## 22) texture_mean< 2.755881 9 0 B (1.00000000 0.00000000) *
## 23) texture_mean>=2.755881 91 18 M (0.19780220 0.80219780)
## 46) compactness_se< -4.50262 5 0 B (1.00000000 0.00000000) *
## 47) compactness_se>=-4.50262 86 13 M (0.15116279 0.84883721)
## 94) smoothness_mean< -2.444322 7 2 B (0.71428571 0.28571429) *
## 95) smoothness_mean>=-2.444322 79 8 M (0.10126582 0.89873418) *
## 3) symmetry_worst>=-1.785734 499 197 M (0.39478958 0.60521042)
## 6) symmetry_worst>=-1.749963 392 178 M (0.45408163 0.54591837)
## 12) texture_mean< 2.955938 175 70 B (0.60000000 0.40000000)
## 24) symmetry_worst< -1.641484 45 2 B (0.95555556 0.04444444)
## 48) smoothness_mean< -2.190074 41 0 B (1.00000000 0.00000000) *
## 49) smoothness_mean>=-2.190074 4 2 B (0.50000000 0.50000000)
## 98) texture_mean< 2.850534 2 0 B (1.00000000 0.00000000) *
## 99) texture_mean>=2.850534 2 0 M (0.00000000 1.00000000) *
## 25) symmetry_worst>=-1.641484 130 62 M (0.47692308 0.52307692)
## 50) texture_mean>=2.922355 16 1 B (0.93750000 0.06250000)
## 100) smoothness_mean< -2.197227 15 0 B (1.00000000 0.00000000) *
## 101) smoothness_mean>=-2.197227 1 0 M (0.00000000 1.00000000) *
## 51) texture_mean< 2.922355 114 47 M (0.41228070 0.58771930)
## 102) smoothness_mean>=-2.275457 56 22 B (0.60714286 0.39285714) *
## 103) smoothness_mean< -2.275457 58 13 M (0.22413793 0.77586207) *
## 13) texture_mean>=2.955938 217 73 M (0.33640553 0.66359447)
## 26) texture_mean>=2.987952 179 71 M (0.39664804 0.60335196)
## 52) symmetry_worst< -1.529476 122 61 B (0.50000000 0.50000000)
## 104) compactness_se< -3.446121 91 37 B (0.59340659 0.40659341) *
## 105) compactness_se>=-3.446121 31 7 M (0.22580645 0.77419355) *
## 53) symmetry_worst>=-1.529476 57 10 M (0.17543860 0.82456140)
## 106) texture_mean< 2.99247 3 0 B (1.00000000 0.00000000) *
## 107) texture_mean>=2.99247 54 7 M (0.12962963 0.87037037) *
## 27) texture_mean< 2.987952 38 2 M (0.05263158 0.94736842)
## 54) compactness_se< -4.291103 9 2 M (0.22222222 0.77777778)
## 108) texture_mean< 2.974761 2 0 B (1.00000000 0.00000000) *
## 109) texture_mean>=2.974761 7 0 M (0.00000000 1.00000000) *
## 55) compactness_se>=-4.291103 29 0 M (0.00000000 1.00000000) *
## 7) symmetry_worst< -1.749963 107 19 M (0.17757009 0.82242991)
## 14) smoothness_worst>=-1.385102 6 0 B (1.00000000 0.00000000) *
## 15) smoothness_worst< -1.385102 101 13 M (0.12871287 0.87128713)
## 30) texture_worst< 4.422428 21 10 M (0.47619048 0.52380952)
## 60) smoothness_mean>=-2.395742 10 0 B (1.00000000 0.00000000) *
## 61) smoothness_mean< -2.395742 11 0 M (0.00000000 1.00000000) *
## 31) texture_worst>=4.422428 80 3 M (0.03750000 0.96250000)
## 62) smoothness_mean< -2.518446 3 0 B (1.00000000 0.00000000) *
## 63) smoothness_mean>=-2.518446 77 0 M (0.00000000 1.00000000) *
##
## $trees[[115]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 432 M (0.47368421 0.52631579)
## 2) texture_mean< 3.058002 629 299 B (0.52464229 0.47535771)
## 4) symmetry_worst< -1.427209 575 254 B (0.55826087 0.44173913)
## 8) texture_worst< 4.893373 539 225 B (0.58256030 0.41743970)
## 16) texture_worst>=4.626933 104 18 B (0.82692308 0.17307692)
## 32) compactness_se>=-4.281277 88 9 B (0.89772727 0.10227273)
## 64) smoothness_worst>=-1.611224 86 7 B (0.91860465 0.08139535) *
## 65) smoothness_worst< -1.611224 2 0 M (0.00000000 1.00000000) *
## 33) compactness_se< -4.281277 16 7 M (0.43750000 0.56250000)
## 66) smoothness_worst< -1.493881 7 0 B (1.00000000 0.00000000) *
## 67) smoothness_worst>=-1.493881 9 0 M (0.00000000 1.00000000) *
## 17) texture_worst< 4.626933 435 207 B (0.52413793 0.47586207)
## 34) texture_worst< 4.592857 382 163 B (0.57329843 0.42670157)
## 68) symmetry_worst< -1.816281 142 38 B (0.73239437 0.26760563) *
## 69) symmetry_worst>=-1.816281 240 115 M (0.47916667 0.52083333) *
## 35) texture_worst>=4.592857 53 9 M (0.16981132 0.83018868)
## 70) smoothness_worst< -1.501069 28 9 M (0.32142857 0.67857143) *
## 71) smoothness_worst>=-1.501069 25 0 M (0.00000000 1.00000000) *
## 9) texture_worst>=4.893373 36 7 M (0.19444444 0.80555556)
## 18) compactness_se< -4.899363 4 0 B (1.00000000 0.00000000) *
## 19) compactness_se>=-4.899363 32 3 M (0.09375000 0.90625000)
## 38) texture_mean< 2.900557 2 0 B (1.00000000 0.00000000) *
## 39) texture_mean>=2.900557 30 1 M (0.03333333 0.96666667)
## 78) texture_mean>=3.04476 5 1 M (0.20000000 0.80000000) *
## 79) texture_mean< 3.04476 25 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst>=-1.427209 54 9 M (0.16666667 0.83333333)
## 10) compactness_se< -4.187745 4 0 B (1.00000000 0.00000000) *
## 11) compactness_se>=-4.187745 50 5 M (0.10000000 0.90000000)
## 22) compactness_se>=-2.646661 2 0 B (1.00000000 0.00000000) *
## 23) compactness_se< -2.646661 48 3 M (0.06250000 0.93750000)
## 46) smoothness_worst< -1.510081 2 0 B (1.00000000 0.00000000) *
## 47) smoothness_worst>=-1.510081 46 1 M (0.02173913 0.97826087)
## 94) texture_mean< 2.756192 4 1 M (0.25000000 0.75000000) *
## 95) texture_mean>=2.756192 42 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=3.058002 283 102 M (0.36042403 0.63957597)
## 6) texture_mean>=3.087627 200 94 M (0.47000000 0.53000000)
## 12) compactness_se< -3.05924 175 81 B (0.53714286 0.46285714)
## 24) compactness_se>=-3.902076 104 32 B (0.69230769 0.30769231)
## 48) texture_mean< 3.227006 76 14 B (0.81578947 0.18421053)
## 96) compactness_se< -3.477558 39 1 B (0.97435897 0.02564103) *
## 97) compactness_se>=-3.477558 37 13 B (0.64864865 0.35135135) *
## 49) texture_mean>=3.227006 28 10 M (0.35714286 0.64285714)
## 98) smoothness_worst< -1.482502 18 8 B (0.55555556 0.44444444) *
## 99) smoothness_worst>=-1.482502 10 0 M (0.00000000 1.00000000) *
## 25) compactness_se< -3.902076 71 22 M (0.30985915 0.69014085)
## 50) smoothness_worst< -1.579228 25 7 B (0.72000000 0.28000000)
## 100) symmetry_worst>=-2.661749 21 3 B (0.85714286 0.14285714) *
## 101) symmetry_worst< -2.661749 4 0 M (0.00000000 1.00000000) *
## 51) smoothness_worst>=-1.579228 46 4 M (0.08695652 0.91304348)
## 102) compactness_se< -4.537595 6 3 B (0.50000000 0.50000000) *
## 103) compactness_se>=-4.537595 40 1 M (0.02500000 0.97500000) *
## 13) compactness_se>=-3.05924 25 0 M (0.00000000 1.00000000) *
## 7) texture_mean< 3.087627 83 8 M (0.09638554 0.90361446)
## 14) smoothness_mean< -2.610907 2 0 B (1.00000000 0.00000000) *
## 15) smoothness_mean>=-2.610907 81 6 M (0.07407407 0.92592593)
## 30) compactness_se< -4.585315 2 0 B (1.00000000 0.00000000) *
## 31) compactness_se>=-4.585315 79 4 M (0.05063291 0.94936709)
## 62) symmetry_worst< -2.005178 9 3 M (0.33333333 0.66666667)
## 124) texture_mean>=3.067819 3 0 B (1.00000000 0.00000000) *
## 125) texture_mean< 3.067819 6 0 M (0.00000000 1.00000000) *
## 63) symmetry_worst>=-2.005178 70 1 M (0.01428571 0.98571429)
## 126) smoothness_mean< -2.431225 9 1 M (0.11111111 0.88888889) *
## 127) smoothness_mean>=-2.431225 61 0 M (0.00000000 1.00000000) *
##
## $trees[[116]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 448 M (0.49122807 0.50877193)
## 2) texture_mean< 3.058002 654 293 B (0.55198777 0.44801223)
## 4) symmetry_worst>=-1.985299 564 228 B (0.59574468 0.40425532)
## 8) symmetry_worst< -1.294443 542 207 B (0.61808118 0.38191882)
## 16) symmetry_worst< -1.787433 173 42 B (0.75722543 0.24277457)
## 32) texture_mean>=2.765357 152 26 B (0.82894737 0.17105263)
## 64) smoothness_mean>=-2.539783 142 18 B (0.87323944 0.12676056) *
## 65) smoothness_mean< -2.539783 10 2 M (0.20000000 0.80000000) *
## 33) texture_mean< 2.765357 21 5 M (0.23809524 0.76190476)
## 66) compactness_se< -4.064818 4 0 B (1.00000000 0.00000000) *
## 67) compactness_se>=-4.064818 17 1 M (0.05882353 0.94117647) *
## 17) symmetry_worst>=-1.787433 369 165 B (0.55284553 0.44715447)
## 34) symmetry_worst>=-1.750623 297 106 B (0.64309764 0.35690236)
## 68) symmetry_worst< -1.64088 86 12 B (0.86046512 0.13953488) *
## 69) symmetry_worst>=-1.64088 211 94 B (0.55450237 0.44549763) *
## 35) symmetry_worst< -1.750623 72 13 M (0.18055556 0.81944444)
## 70) texture_mean< 2.788049 6 0 B (1.00000000 0.00000000) *
## 71) texture_mean>=2.788049 66 7 M (0.10606061 0.89393939) *
## 9) symmetry_worst>=-1.294443 22 1 M (0.04545455 0.95454545)
## 18) compactness_se>=-2.646661 1 0 B (1.00000000 0.00000000) *
## 19) compactness_se< -2.646661 21 0 M (0.00000000 1.00000000) *
## 5) symmetry_worst< -1.985299 90 25 M (0.27777778 0.72222222)
## 10) smoothness_worst< -1.502894 48 23 M (0.47916667 0.52083333)
## 20) smoothness_worst>=-1.542369 18 2 B (0.88888889 0.11111111)
## 40) compactness_se< -3.806444 15 0 B (1.00000000 0.00000000) *
## 41) compactness_se>=-3.806444 3 1 M (0.33333333 0.66666667)
## 82) texture_mean< 3.006671 1 0 B (1.00000000 0.00000000) *
## 83) texture_mean>=3.006671 2 0 M (0.00000000 1.00000000) *
## 21) smoothness_worst< -1.542369 30 7 M (0.23333333 0.76666667)
## 42) smoothness_mean< -2.466148 3 0 B (1.00000000 0.00000000) *
## 43) smoothness_mean>=-2.466148 27 4 M (0.14814815 0.85185185)
## 86) texture_mean< 2.763153 1 0 B (1.00000000 0.00000000) *
## 87) texture_mean>=2.763153 26 3 M (0.11538462 0.88461538) *
## 11) smoothness_worst>=-1.502894 42 2 M (0.04761905 0.95238095)
## 22) texture_mean< 2.718539 1 0 B (1.00000000 0.00000000) *
## 23) texture_mean>=2.718539 41 1 M (0.02439024 0.97560976)
## 46) symmetry_worst< -2.207519 1 0 B (1.00000000 0.00000000) *
## 47) symmetry_worst>=-2.207519 40 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=3.058002 258 87 M (0.33720930 0.66279070)
## 6) compactness_se< -3.484646 169 75 M (0.44378698 0.55621302)
## 12) symmetry_worst< -2.020152 37 8 B (0.78378378 0.21621622)
## 24) smoothness_mean< -2.279391 32 3 B (0.90625000 0.09375000)
## 48) texture_worst< 5.309872 23 0 B (1.00000000 0.00000000) *
## 49) texture_worst>=5.309872 9 3 B (0.66666667 0.33333333)
## 98) texture_mean>=3.33289 6 0 B (1.00000000 0.00000000) *
## 99) texture_mean< 3.33289 3 0 M (0.00000000 1.00000000) *
## 25) smoothness_mean>=-2.279391 5 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst>=-2.020152 132 46 M (0.34848485 0.65151515)
## 26) compactness_se>=-3.902076 65 28 B (0.56923077 0.43076923)
## 52) compactness_se< -3.721197 22 0 B (1.00000000 0.00000000) *
## 53) compactness_se>=-3.721197 43 15 M (0.34883721 0.65116279)
## 106) symmetry_worst>=-1.597763 13 1 B (0.92307692 0.07692308) *
## 107) symmetry_worst< -1.597763 30 3 M (0.10000000 0.90000000) *
## 27) compactness_se< -3.902076 67 9 M (0.13432836 0.86567164)
## 54) smoothness_mean< -2.509617 5 0 B (1.00000000 0.00000000) *
## 55) smoothness_mean>=-2.509617 62 4 M (0.06451613 0.93548387)
## 110) smoothness_worst< -1.625159 1 0 B (1.00000000 0.00000000) *
## 111) smoothness_worst>=-1.625159 61 3 M (0.04918033 0.95081967) *
## 7) compactness_se>=-3.484646 89 12 M (0.13483146 0.86516854)
## 14) smoothness_mean< -2.638103 3 0 B (1.00000000 0.00000000) *
## 15) smoothness_mean>=-2.638103 86 9 M (0.10465116 0.89534884)
## 30) smoothness_worst>=-1.468038 10 5 B (0.50000000 0.50000000)
## 60) symmetry_worst< -1.739394 5 0 B (1.00000000 0.00000000) *
## 61) symmetry_worst>=-1.739394 5 0 M (0.00000000 1.00000000) *
## 31) smoothness_worst< -1.468038 76 4 M (0.05263158 0.94736842)
## 62) compactness_se>=-3.107452 25 4 M (0.16000000 0.84000000)
## 124) compactness_se< -3.065406 4 0 B (1.00000000 0.00000000) *
## 125) compactness_se>=-3.065406 21 0 M (0.00000000 1.00000000) *
## 63) compactness_se< -3.107452 51 0 M (0.00000000 1.00000000) *
##
## $trees[[117]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 402 M (0.44078947 0.55921053)
## 2) texture_mean< 2.960364 429 186 B (0.56643357 0.43356643)
## 4) smoothness_mean< -2.366751 158 45 B (0.71518987 0.28481013)
## 8) smoothness_mean>=-2.411844 64 5 B (0.92187500 0.07812500)
## 16) texture_worst< 4.734027 59 0 B (1.00000000 0.00000000) *
## 17) texture_worst>=4.734027 5 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.411844 94 40 B (0.57446809 0.42553191)
## 18) texture_worst>=4.621834 19 0 B (1.00000000 0.00000000) *
## 19) texture_worst< 4.621834 75 35 M (0.46666667 0.53333333)
## 38) symmetry_worst< -1.834642 20 2 B (0.90000000 0.10000000)
## 76) smoothness_worst>=-1.598495 17 0 B (1.00000000 0.00000000) *
## 77) smoothness_worst< -1.598495 3 1 M (0.33333333 0.66666667) *
## 39) symmetry_worst>=-1.834642 55 17 M (0.30909091 0.69090909)
## 78) compactness_se>=-3.556204 9 0 B (1.00000000 0.00000000) *
## 79) compactness_se< -3.556204 46 8 M (0.17391304 0.82608696) *
## 5) smoothness_mean>=-2.366751 271 130 M (0.47970480 0.52029520)
## 10) smoothness_mean>=-2.354774 240 113 B (0.52916667 0.47083333)
## 20) smoothness_worst>=-1.478565 127 42 B (0.66929134 0.33070866)
## 40) texture_mean< 2.933057 110 25 B (0.77272727 0.22727273)
## 80) symmetry_worst< -1.613149 53 0 B (1.00000000 0.00000000) *
## 81) symmetry_worst>=-1.613149 57 25 B (0.56140351 0.43859649) *
## 41) texture_mean>=2.933057 17 0 M (0.00000000 1.00000000) *
## 21) smoothness_worst< -1.478565 113 42 M (0.37168142 0.62831858)
## 42) texture_mean>=2.934121 15 0 B (1.00000000 0.00000000) *
## 43) texture_mean< 2.934121 98 27 M (0.27551020 0.72448980)
## 86) smoothness_worst< -1.482701 66 26 M (0.39393939 0.60606061) *
## 87) smoothness_worst>=-1.482701 32 1 M (0.03125000 0.96875000) *
## 11) smoothness_mean< -2.354774 31 3 M (0.09677419 0.90322581)
## 22) symmetry_worst>=-1.485729 3 0 B (1.00000000 0.00000000) *
## 23) symmetry_worst< -1.485729 28 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.960364 483 159 M (0.32919255 0.67080745)
## 6) smoothness_worst< -1.637109 21 3 B (0.85714286 0.14285714)
## 12) texture_mean< 3.205574 19 1 B (0.94736842 0.05263158)
## 24) smoothness_mean>=-2.603563 16 0 B (1.00000000 0.00000000) *
## 25) smoothness_mean< -2.603563 3 1 B (0.66666667 0.33333333)
## 50) texture_mean>=3.103494 2 0 B (1.00000000 0.00000000) *
## 51) texture_mean< 3.103494 1 0 M (0.00000000 1.00000000) *
## 13) texture_mean>=3.205574 2 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst>=-1.637109 462 141 M (0.30519481 0.69480519)
## 14) smoothness_mean>=-2.093138 13 2 B (0.84615385 0.15384615)
## 28) smoothness_mean< -2.05387 11 0 B (1.00000000 0.00000000) *
## 29) smoothness_mean>=-2.05387 2 0 M (0.00000000 1.00000000) *
## 15) smoothness_mean< -2.093138 449 130 M (0.28953229 0.71046771)
## 30) smoothness_mean< -2.21595 391 127 M (0.32480818 0.67519182)
## 60) symmetry_worst< -1.888082 111 54 M (0.48648649 0.51351351)
## 120) symmetry_worst>=-1.910692 15 0 B (1.00000000 0.00000000) *
## 121) symmetry_worst< -1.910692 96 39 M (0.40625000 0.59375000) *
## 61) symmetry_worst>=-1.888082 280 73 M (0.26071429 0.73928571)
## 122) smoothness_worst>=-1.441541 42 17 B (0.59523810 0.40476190) *
## 123) smoothness_worst< -1.441541 238 48 M (0.20168067 0.79831933) *
## 31) smoothness_mean>=-2.21595 58 3 M (0.05172414 0.94827586)
## 62) texture_worst< 4.490422 3 0 B (1.00000000 0.00000000) *
## 63) texture_worst>=4.490422 55 0 M (0.00000000 1.00000000) *
##
## $trees[[118]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 445 B (0.51206140 0.48793860)
## 2) smoothness_mean< -2.203647 811 368 B (0.54623921 0.45376079)
## 4) smoothness_worst< -1.472307 603 246 B (0.59203980 0.40796020)
## 8) smoothness_worst>=-1.4768 43 0 B (1.00000000 0.00000000) *
## 9) smoothness_worst< -1.4768 560 246 B (0.56071429 0.43928571)
## 18) smoothness_worst< -1.482699 520 215 B (0.58653846 0.41346154)
## 36) smoothness_mean>=-2.224699 25 0 B (1.00000000 0.00000000) *
## 37) smoothness_mean< -2.224699 495 215 B (0.56565657 0.43434343)
## 74) smoothness_mean< -2.392182 239 81 B (0.66108787 0.33891213) *
## 75) smoothness_mean>=-2.392182 256 122 M (0.47656250 0.52343750) *
## 19) smoothness_worst>=-1.482699 40 9 M (0.22500000 0.77500000)
## 38) texture_mean< 2.755881 5 0 B (1.00000000 0.00000000) *
## 39) texture_mean>=2.755881 35 4 M (0.11428571 0.88571429)
## 78) smoothness_mean>=-2.253991 6 2 B (0.66666667 0.33333333) *
## 79) smoothness_mean< -2.253991 29 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst>=-1.472307 208 86 M (0.41346154 0.58653846)
## 10) smoothness_worst>=-1.466484 176 86 M (0.48863636 0.51136364)
## 20) texture_mean< 2.777879 22 0 B (1.00000000 0.00000000) *
## 21) texture_mean>=2.777879 154 64 M (0.41558442 0.58441558)
## 42) symmetry_worst< -1.941776 25 5 B (0.80000000 0.20000000)
## 84) texture_worst< 4.85229 20 0 B (1.00000000 0.00000000) *
## 85) texture_worst>=4.85229 5 0 M (0.00000000 1.00000000) *
## 43) symmetry_worst>=-1.941776 129 44 M (0.34108527 0.65891473)
## 86) texture_worst>=4.940521 26 6 B (0.76923077 0.23076923) *
## 87) texture_worst< 4.940521 103 24 M (0.23300971 0.76699029) *
## 11) smoothness_worst< -1.466484 32 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.203647 101 24 M (0.23762376 0.76237624)
## 6) compactness_se< -4.096797 9 0 B (1.00000000 0.00000000) *
## 7) compactness_se>=-4.096797 92 15 M (0.16304348 0.83695652)
## 14) texture_worst< 3.788077 6 0 B (1.00000000 0.00000000) *
## 15) texture_worst>=3.788077 86 9 M (0.10465116 0.89534884)
## 30) smoothness_worst>=-1.369782 16 7 M (0.43750000 0.56250000)
## 60) symmetry_worst< -1.685481 7 0 B (1.00000000 0.00000000) *
## 61) symmetry_worst>=-1.685481 9 0 M (0.00000000 1.00000000) *
## 31) smoothness_worst< -1.369782 70 2 M (0.02857143 0.97142857)
## 62) smoothness_worst< -1.534923 3 1 M (0.33333333 0.66666667)
## 124) texture_mean< 2.820036 1 0 B (1.00000000 0.00000000) *
## 125) texture_mean>=2.820036 2 0 M (0.00000000 1.00000000) *
## 63) smoothness_worst>=-1.534923 67 1 M (0.01492537 0.98507463)
## 126) smoothness_worst>=-1.398811 5 1 M (0.20000000 0.80000000) *
## 127) smoothness_worst< -1.398811 62 0 M (0.00000000 1.00000000) *
##
## $trees[[119]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 439 B (0.51864035 0.48135965)
## 2) smoothness_mean< -2.203647 834 378 B (0.54676259 0.45323741)
## 4) texture_worst< 4.911888 690 290 B (0.57971014 0.42028986)
## 8) smoothness_mean>=-2.354774 354 116 B (0.67231638 0.32768362)
## 16) smoothness_worst< -1.457066 272 68 B (0.75000000 0.25000000)
## 32) texture_worst>=4.603161 97 10 B (0.89690722 0.10309278)
## 64) compactness_se< -3.326802 83 0 B (1.00000000 0.00000000) *
## 65) compactness_se>=-3.326802 14 4 M (0.28571429 0.71428571) *
## 33) texture_worst< 4.603161 175 58 B (0.66857143 0.33142857)
## 66) texture_mean< 3.019196 148 36 B (0.75675676 0.24324324) *
## 67) texture_mean>=3.019196 27 5 M (0.18518519 0.81481481) *
## 17) smoothness_worst>=-1.457066 82 34 M (0.41463415 0.58536585)
## 34) smoothness_mean< -2.27012 28 6 B (0.78571429 0.21428571)
## 68) smoothness_worst< -1.423922 23 1 B (0.95652174 0.04347826) *
## 69) smoothness_worst>=-1.423922 5 0 M (0.00000000 1.00000000) *
## 35) smoothness_mean>=-2.27012 54 12 M (0.22222222 0.77777778)
## 70) texture_worst< 4.417586 25 12 M (0.48000000 0.52000000) *
## 71) texture_worst>=4.417586 29 0 M (0.00000000 1.00000000) *
## 9) smoothness_mean< -2.354774 336 162 M (0.48214286 0.51785714)
## 18) compactness_se>=-3.421473 44 6 B (0.86363636 0.13636364)
## 36) texture_mean< 3.109826 39 1 B (0.97435897 0.02564103)
## 72) compactness_se>=-3.377574 33 0 B (1.00000000 0.00000000) *
## 73) compactness_se< -3.377574 6 1 B (0.83333333 0.16666667) *
## 37) texture_mean>=3.109826 5 0 M (0.00000000 1.00000000) *
## 19) compactness_se< -3.421473 292 124 M (0.42465753 0.57534247)
## 38) texture_worst< 4.578048 158 71 B (0.55063291 0.44936709)
## 76) smoothness_worst< -1.452493 135 50 B (0.62962963 0.37037037) *
## 77) smoothness_worst>=-1.452493 23 2 M (0.08695652 0.91304348) *
## 39) texture_worst>=4.578048 134 37 M (0.27611940 0.72388060)
## 78) texture_worst>=4.740988 40 16 B (0.60000000 0.40000000) *
## 79) texture_worst< 4.740988 94 13 M (0.13829787 0.86170213) *
## 5) texture_worst>=4.911888 144 56 M (0.38888889 0.61111111)
## 10) smoothness_mean< -2.336091 102 50 M (0.49019608 0.50980392)
## 20) smoothness_mean>=-2.445878 54 18 B (0.66666667 0.33333333)
## 40) symmetry_worst>=-1.733593 22 1 B (0.95454545 0.04545455)
## 80) texture_worst>=4.972324 21 0 B (1.00000000 0.00000000) *
## 81) texture_worst< 4.972324 1 0 M (0.00000000 1.00000000) *
## 41) symmetry_worst< -1.733593 32 15 M (0.46875000 0.53125000)
## 82) symmetry_worst< -2.145206 11 0 B (1.00000000 0.00000000) *
## 83) symmetry_worst>=-2.145206 21 4 M (0.19047619 0.80952381) *
## 21) smoothness_mean< -2.445878 48 14 M (0.29166667 0.70833333)
## 42) compactness_se< -4.706178 6 0 B (1.00000000 0.00000000) *
## 43) compactness_se>=-4.706178 42 8 M (0.19047619 0.80952381)
## 86) texture_worst< 4.961576 2 0 B (1.00000000 0.00000000) *
## 87) texture_worst>=4.961576 40 6 M (0.15000000 0.85000000) *
## 11) smoothness_mean>=-2.336091 42 6 M (0.14285714 0.85714286)
## 22) compactness_se< -4.032549 7 2 B (0.71428571 0.28571429)
## 44) smoothness_mean>=-2.281055 5 0 B (1.00000000 0.00000000) *
## 45) smoothness_mean< -2.281055 2 0 M (0.00000000 1.00000000) *
## 23) compactness_se>=-4.032549 35 1 M (0.02857143 0.97142857)
## 46) symmetry_worst< -2.207988 1 0 B (1.00000000 0.00000000) *
## 47) symmetry_worst>=-2.207988 34 0 M (0.00000000 1.00000000) *
## 3) smoothness_mean>=-2.203647 78 17 M (0.21794872 0.78205128)
## 6) texture_worst< 4.228128 26 11 B (0.57692308 0.42307692)
## 12) texture_mean>=2.515298 18 3 B (0.83333333 0.16666667)
## 24) texture_mean< 2.878198 15 0 B (1.00000000 0.00000000) *
## 25) texture_mean>=2.878198 3 0 M (0.00000000 1.00000000) *
## 13) texture_mean< 2.515298 8 0 M (0.00000000 1.00000000) *
## 7) texture_worst>=4.228128 52 2 M (0.03846154 0.96153846)
## 14) smoothness_mean>=-2.094359 7 2 M (0.28571429 0.71428571)
## 28) texture_mean>=3.024626 2 0 B (1.00000000 0.00000000) *
## 29) texture_mean< 3.024626 5 0 M (0.00000000 1.00000000) *
## 15) smoothness_mean< -2.094359 45 0 M (0.00000000 1.00000000) *
##
## $trees[[120]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 438 M (0.48026316 0.51973684)
## 2) smoothness_worst< -1.482699 581 267 B (0.54044750 0.45955250)
## 4) smoothness_mean>=-2.402129 320 116 B (0.63750000 0.36250000)
## 8) texture_mean< 3.018222 196 50 B (0.74489796 0.25510204)
## 16) smoothness_mean< -2.332581 90 10 B (0.88888889 0.11111111)
## 32) symmetry_worst>=-1.951914 79 3 B (0.96202532 0.03797468)
## 64) texture_mean< 2.97983 76 0 B (1.00000000 0.00000000) *
## 65) texture_mean>=2.97983 3 0 M (0.00000000 1.00000000) *
## 33) symmetry_worst< -1.951914 11 4 M (0.36363636 0.63636364)
## 66) smoothness_worst< -1.555261 4 0 B (1.00000000 0.00000000) *
## 67) smoothness_worst>=-1.555261 7 0 M (0.00000000 1.00000000) *
## 17) smoothness_mean>=-2.332581 106 40 B (0.62264151 0.37735849)
## 34) symmetry_worst< -1.841614 39 5 B (0.87179487 0.12820513)
## 68) smoothness_worst>=-1.596418 34 0 B (1.00000000 0.00000000) *
## 69) smoothness_worst< -1.596418 5 0 M (0.00000000 1.00000000) *
## 35) symmetry_worst>=-1.841614 67 32 M (0.47761194 0.52238806)
## 70) symmetry_worst>=-1.773637 42 13 B (0.69047619 0.30952381) *
## 71) symmetry_worst< -1.773637 25 3 M (0.12000000 0.88000000) *
## 9) texture_mean>=3.018222 124 58 M (0.46774194 0.53225806)
## 18) texture_worst>=4.751723 79 26 B (0.67088608 0.32911392)
## 36) compactness_se< -3.469152 68 15 B (0.77941176 0.22058824)
## 72) texture_mean>=3.088518 54 6 B (0.88888889 0.11111111) *
## 73) texture_mean< 3.088518 14 5 M (0.35714286 0.64285714) *
## 37) compactness_se>=-3.469152 11 0 M (0.00000000 1.00000000) *
## 19) texture_worst< 4.751723 45 5 M (0.11111111 0.88888889)
## 38) texture_worst< 4.554167 7 2 B (0.71428571 0.28571429)
## 76) texture_mean< 3.157578 5 0 B (1.00000000 0.00000000) *
## 77) texture_mean>=3.157578 2 0 M (0.00000000 1.00000000) *
## 39) texture_worst>=4.554167 38 0 M (0.00000000 1.00000000) *
## 5) smoothness_mean< -2.402129 261 110 M (0.42145594 0.57854406)
## 10) symmetry_worst< -1.822578 94 37 B (0.60638298 0.39361702)
## 20) texture_worst>=3.979653 82 27 B (0.67073171 0.32926829)
## 40) texture_worst< 4.441949 15 0 B (1.00000000 0.00000000) *
## 41) texture_worst>=4.441949 67 27 B (0.59701493 0.40298507)
## 82) texture_worst>=4.498003 59 19 B (0.67796610 0.32203390) *
## 83) texture_worst< 4.498003 8 0 M (0.00000000 1.00000000) *
## 21) texture_worst< 3.979653 12 2 M (0.16666667 0.83333333)
## 42) texture_mean< 2.707858 2 0 B (1.00000000 0.00000000) *
## 43) texture_mean>=2.707858 10 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-1.822578 167 53 M (0.31736527 0.68263473)
## 22) symmetry_worst>=-1.750623 104 50 M (0.48076923 0.51923077)
## 44) texture_mean< 2.955676 45 7 B (0.84444444 0.15555556)
## 88) compactness_se>=-4.62493 33 0 B (1.00000000 0.00000000) *
## 89) compactness_se< -4.62493 12 5 M (0.41666667 0.58333333) *
## 45) texture_mean>=2.955676 59 12 M (0.20338983 0.79661017)
## 90) symmetry_worst< -1.728406 7 0 B (1.00000000 0.00000000) *
## 91) symmetry_worst>=-1.728406 52 5 M (0.09615385 0.90384615) *
## 23) symmetry_worst< -1.750623 63 3 M (0.04761905 0.95238095)
## 46) texture_mean>=3.176386 2 0 B (1.00000000 0.00000000) *
## 47) texture_mean< 3.176386 61 1 M (0.01639344 0.98360656)
## 94) texture_mean< 2.758813 1 0 B (1.00000000 0.00000000) *
## 95) texture_mean>=2.758813 60 0 M (0.00000000 1.00000000) *
## 3) smoothness_worst>=-1.482699 331 124 M (0.37462236 0.62537764)
## 6) smoothness_worst>=-1.477976 263 118 M (0.44866920 0.55133080)
## 12) smoothness_worst< -1.473476 43 7 B (0.83720930 0.16279070)
## 24) texture_mean< 3.069079 36 0 B (1.00000000 0.00000000) *
## 25) texture_mean>=3.069079 7 0 M (0.00000000 1.00000000) *
## 13) smoothness_worst>=-1.473476 220 82 M (0.37272727 0.62727273)
## 26) compactness_se< -4.048185 45 16 B (0.64444444 0.35555556)
## 52) smoothness_worst>=-1.459552 37 9 B (0.75675676 0.24324324)
## 104) compactness_se>=-4.195493 21 1 B (0.95238095 0.04761905) *
## 105) compactness_se< -4.195493 16 8 B (0.50000000 0.50000000) *
## 53) smoothness_worst< -1.459552 8 1 M (0.12500000 0.87500000)
## 106) texture_mean< 2.901883 1 0 B (1.00000000 0.00000000) *
## 107) texture_mean>=2.901883 7 0 M (0.00000000 1.00000000) *
## 27) compactness_se>=-4.048185 175 53 M (0.30285714 0.69714286)
## 54) symmetry_worst< -1.776275 59 29 B (0.50847458 0.49152542)
## 108) compactness_se>=-3.701475 35 9 B (0.74285714 0.25714286) *
## 109) compactness_se< -3.701475 24 4 M (0.16666667 0.83333333) *
## 55) symmetry_worst>=-1.776275 116 23 M (0.19827586 0.80172414)
## 110) texture_worst< 4.398698 51 17 M (0.33333333 0.66666667) *
## 111) texture_worst>=4.398698 65 6 M (0.09230769 0.90769231) *
## 7) smoothness_worst< -1.477976 68 6 M (0.08823529 0.91176471)
## 14) texture_worst< 4.136746 3 0 B (1.00000000 0.00000000) *
## 15) texture_worst>=4.136746 65 3 M (0.04615385 0.95384615)
## 30) symmetry_worst< -1.932547 14 3 M (0.21428571 0.78571429)
## 60) texture_mean< 2.857314 3 0 B (1.00000000 0.00000000) *
## 61) texture_mean>=2.857314 11 0 M (0.00000000 1.00000000) *
## 31) symmetry_worst>=-1.932547 51 0 M (0.00000000 1.00000000) *
##
## $trees[[121]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 432 M (0.47368421 0.52631579)
## 2) smoothness_worst< -1.501069 464 205 B (0.55818966 0.44181034)
## 4) smoothness_worst>=-1.533868 146 31 B (0.78767123 0.21232877)
## 8) texture_mean< 3.019196 75 5 B (0.93333333 0.06666667)
## 16) texture_mean>=2.897009 54 1 B (0.98148148 0.01851852)
## 32) texture_mean< 3.006671 49 0 B (1.00000000 0.00000000) *
## 33) texture_mean>=3.006671 5 1 B (0.80000000 0.20000000)
## 66) texture_mean>=3.0116 4 0 B (1.00000000 0.00000000) *
## 67) texture_mean< 3.0116 1 0 M (0.00000000 1.00000000) *
## 17) texture_mean< 2.897009 21 4 B (0.80952381 0.19047619)
## 34) texture_mean< 2.891759 17 0 B (1.00000000 0.00000000) *
## 35) texture_mean>=2.891759 4 0 M (0.00000000 1.00000000) *
## 9) texture_mean>=3.019196 71 26 B (0.63380282 0.36619718)
## 18) texture_worst>=4.769093 54 13 B (0.75925926 0.24074074)
## 36) smoothness_mean>=-2.438762 50 9 B (0.82000000 0.18000000)
## 72) smoothness_mean>=-2.330189 22 0 B (1.00000000 0.00000000) *
## 73) smoothness_mean< -2.330189 28 9 B (0.67857143 0.32142857) *
## 37) smoothness_mean< -2.438762 4 0 M (0.00000000 1.00000000) *
## 19) texture_worst< 4.769093 17 4 M (0.23529412 0.76470588)
## 38) compactness_se>=-3.388255 4 0 B (1.00000000 0.00000000) *
## 39) compactness_se< -3.388255 13 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst< -1.533868 318 144 M (0.45283019 0.54716981)
## 10) compactness_se< -4.704842 14 0 B (1.00000000 0.00000000) *
## 11) compactness_se>=-4.704842 304 130 M (0.42763158 0.57236842)
## 22) smoothness_mean< -2.546123 17 2 B (0.88235294 0.11764706)
## 44) compactness_se< -3.013033 12 0 B (1.00000000 0.00000000) *
## 45) compactness_se>=-3.013033 5 2 B (0.60000000 0.40000000)
## 90) texture_mean< 3.076827 3 0 B (1.00000000 0.00000000) *
## 91) texture_mean>=3.076827 2 0 M (0.00000000 1.00000000) *
## 23) smoothness_mean>=-2.546123 287 115 M (0.40069686 0.59930314)
## 46) smoothness_mean>=-2.40318 99 46 B (0.53535354 0.46464646)
## 92) compactness_se< -3.764139 55 13 B (0.76363636 0.23636364) *
## 93) compactness_se>=-3.764139 44 11 M (0.25000000 0.75000000) *
## 47) smoothness_mean< -2.40318 188 62 M (0.32978723 0.67021277)
## 94) compactness_se>=-2.763042 9 0 B (1.00000000 0.00000000) *
## 95) compactness_se< -2.763042 179 53 M (0.29608939 0.70391061) *
## 3) smoothness_worst>=-1.501069 448 173 M (0.38616071 0.61383929)
## 6) texture_mean< 2.931727 197 84 B (0.57360406 0.42639594)
## 12) symmetry_worst< -1.36527 151 50 B (0.66887417 0.33112583)
## 24) texture_mean>=2.869313 44 0 B (1.00000000 0.00000000) *
## 25) texture_mean< 2.869313 107 50 B (0.53271028 0.46728972)
## 50) compactness_se>=-3.344671 24 2 B (0.91666667 0.08333333)
## 100) compactness_se< -3.086764 20 0 B (1.00000000 0.00000000) *
## 101) compactness_se>=-3.086764 4 2 B (0.50000000 0.50000000) *
## 51) compactness_se< -3.344671 83 35 M (0.42168675 0.57831325)
## 102) compactness_se< -3.88564 42 14 B (0.66666667 0.33333333) *
## 103) compactness_se>=-3.88564 41 7 M (0.17073171 0.82926829) *
## 13) symmetry_worst>=-1.36527 46 12 M (0.26086957 0.73913043)
## 26) symmetry_worst>=-1.23578 19 7 B (0.63157895 0.36842105)
## 52) smoothness_mean< -2.235399 12 0 B (1.00000000 0.00000000) *
## 53) smoothness_mean>=-2.235399 7 0 M (0.00000000 1.00000000) *
## 27) symmetry_worst< -1.23578 27 0 M (0.00000000 1.00000000) *
## 7) texture_mean>=2.931727 251 60 M (0.23904382 0.76095618)
## 14) smoothness_mean< -2.323555 99 42 M (0.42424242 0.57575758)
## 28) compactness_se>=-3.515615 18 1 B (0.94444444 0.05555556)
## 56) smoothness_mean>=-2.465359 17 0 B (1.00000000 0.00000000) *
## 57) smoothness_mean< -2.465359 1 0 M (0.00000000 1.00000000) *
## 29) compactness_se< -3.515615 81 25 M (0.30864198 0.69135802)
## 58) symmetry_worst< -1.869481 18 4 B (0.77777778 0.22222222)
## 116) texture_worst>=4.544398 15 1 B (0.93333333 0.06666667) *
## 117) texture_worst< 4.544398 3 0 M (0.00000000 1.00000000) *
## 59) symmetry_worst>=-1.869481 63 11 M (0.17460317 0.82539683)
## 118) smoothness_worst>=-1.398981 5 0 B (1.00000000 0.00000000) *
## 119) smoothness_worst< -1.398981 58 6 M (0.10344828 0.89655172) *
## 15) smoothness_mean>=-2.323555 152 18 M (0.11842105 0.88157895)
## 30) compactness_se< -4.040144 15 7 B (0.53333333 0.46666667)
## 60) compactness_se>=-4.113499 5 0 B (1.00000000 0.00000000) *
## 61) compactness_se< -4.113499 10 3 M (0.30000000 0.70000000)
## 122) compactness_se< -4.244589 3 0 B (1.00000000 0.00000000) *
## 123) compactness_se>=-4.244589 7 0 M (0.00000000 1.00000000) *
## 31) compactness_se>=-4.040144 137 10 M (0.07299270 0.92700730)
## 62) smoothness_mean>=-2.091535 4 1 B (0.75000000 0.25000000)
## 124) texture_mean< 3.105576 3 0 B (1.00000000 0.00000000) *
## 125) texture_mean>=3.105576 1 0 M (0.00000000 1.00000000) *
## 63) smoothness_mean< -2.091535 133 7 M (0.05263158 0.94736842)
## 126) symmetry_worst< -1.905461 18 5 M (0.27777778 0.72222222) *
## 127) symmetry_worst>=-1.905461 115 2 M (0.01739130 0.98260870) *
##
## $trees[[122]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 454 M (0.49780702 0.50219298)
## 2) compactness_se>=-4.098353 622 275 B (0.55787781 0.44212219)
## 4) smoothness_worst< -1.604936 53 6 B (0.88679245 0.11320755)
## 8) texture_mean>=2.950933 46 1 B (0.97826087 0.02173913)
## 16) smoothness_worst>=-1.720903 42 0 B (1.00000000 0.00000000) *
## 17) smoothness_worst< -1.720903 4 1 B (0.75000000 0.25000000)
## 34) compactness_se< -3.013033 3 0 B (1.00000000 0.00000000) *
## 35) compactness_se>=-3.013033 1 0 M (0.00000000 1.00000000) *
## 9) texture_mean< 2.950933 7 2 M (0.28571429 0.71428571)
## 18) texture_mean< 2.923023 2 0 B (1.00000000 0.00000000) *
## 19) texture_mean>=2.923023 5 0 M (0.00000000 1.00000000) *
## 5) smoothness_worst>=-1.604936 569 269 B (0.52724077 0.47275923)
## 10) symmetry_worst>=-1.986086 480 207 B (0.56875000 0.43125000)
## 20) symmetry_worst< -1.932547 42 1 B (0.97619048 0.02380952)
## 40) texture_mean< 3.078534 41 0 B (1.00000000 0.00000000) *
## 41) texture_mean>=3.078534 1 0 M (0.00000000 1.00000000) *
## 21) symmetry_worst>=-1.932547 438 206 B (0.52968037 0.47031963)
## 42) smoothness_worst< -1.500666 183 64 B (0.65027322 0.34972678)
## 84) texture_mean< 3.019196 94 14 B (0.85106383 0.14893617) *
## 85) texture_mean>=3.019196 89 39 M (0.43820225 0.56179775) *
## 43) smoothness_worst>=-1.500666 255 113 M (0.44313725 0.55686275)
## 86) smoothness_worst>=-1.434633 86 32 B (0.62790698 0.37209302) *
## 87) smoothness_worst< -1.434633 169 59 M (0.34911243 0.65088757) *
## 11) symmetry_worst< -1.986086 89 27 M (0.30337079 0.69662921)
## 22) texture_mean>=3.337721 6 0 B (1.00000000 0.00000000) *
## 23) texture_mean< 3.337721 83 21 M (0.25301205 0.74698795)
## 46) smoothness_mean>=-2.35905 40 20 B (0.50000000 0.50000000)
## 92) smoothness_worst< -1.514694 13 0 B (1.00000000 0.00000000) *
## 93) smoothness_worst>=-1.514694 27 7 M (0.25925926 0.74074074) *
## 47) smoothness_mean< -2.35905 43 1 M (0.02325581 0.97674419)
## 94) symmetry_worst< -2.25148 1 0 B (1.00000000 0.00000000) *
## 95) symmetry_worst>=-2.25148 42 0 M (0.00000000 1.00000000) *
## 3) compactness_se< -4.098353 290 107 M (0.36896552 0.63103448)
## 6) texture_mean< 2.81988 13 0 B (1.00000000 0.00000000) *
## 7) texture_mean>=2.81988 277 94 M (0.33935018 0.66064982)
## 14) texture_worst>=4.548114 189 79 M (0.41798942 0.58201058)
## 28) texture_worst< 4.592857 16 0 B (1.00000000 0.00000000) *
## 29) texture_worst>=4.592857 173 63 M (0.36416185 0.63583815)
## 58) symmetry_worst< -2.057752 20 2 B (0.90000000 0.10000000)
## 116) texture_mean>=2.952554 18 0 B (1.00000000 0.00000000) *
## 117) texture_mean< 2.952554 2 0 M (0.00000000 1.00000000) *
## 59) symmetry_worst>=-2.057752 153 45 M (0.29411765 0.70588235)
## 118) smoothness_mean< -2.426508 70 33 M (0.47142857 0.52857143) *
## 119) smoothness_mean>=-2.426508 83 12 M (0.14457831 0.85542169) *
## 15) texture_worst< 4.548114 88 15 M (0.17045455 0.82954545)
## 30) compactness_se< -4.627587 6 0 B (1.00000000 0.00000000) *
## 31) compactness_se>=-4.627587 82 9 M (0.10975610 0.89024390)
## 62) smoothness_mean< -2.469882 7 3 B (0.57142857 0.42857143)
## 124) texture_mean< 2.94329 4 0 B (1.00000000 0.00000000) *
## 125) texture_mean>=2.94329 3 0 M (0.00000000 1.00000000) *
## 63) smoothness_mean>=-2.469882 75 5 M (0.06666667 0.93333333)
## 126) smoothness_mean>=-2.268995 2 0 B (1.00000000 0.00000000) *
## 127) smoothness_mean< -2.268995 73 3 M (0.04109589 0.95890411) *
##
## $trees[[123]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 408 B (0.5526316 0.4473684)
## 2) compactness_se< -4.704842 19 0 B (1.0000000 0.0000000) *
## 3) compactness_se>=-4.704842 893 408 B (0.5431131 0.4568869)
## 6) symmetry_worst< -1.001713 881 396 B (0.5505108 0.4494892)
## 12) texture_mean>=3.337721 41 7 B (0.8292683 0.1707317)
## 24) texture_mean< 3.388429 34 0 B (1.0000000 0.0000000) *
## 25) texture_mean>=3.388429 7 0 M (0.0000000 1.0000000) *
## 13) texture_mean< 3.337721 840 389 B (0.5369048 0.4630952)
## 26) texture_worst< 5.073596 781 347 B (0.5556978 0.4443022)
## 52) texture_mean>=3.099415 119 33 B (0.7226891 0.2773109)
## 104) symmetry_worst>=-1.925345 89 15 B (0.8314607 0.1685393) *
## 105) symmetry_worst< -1.925345 30 12 M (0.4000000 0.6000000) *
## 53) texture_mean< 3.099415 662 314 B (0.5256798 0.4743202)
## 106) compactness_se< -3.680136 401 163 B (0.5935162 0.4064838) *
## 107) compactness_se>=-3.680136 261 110 M (0.4214559 0.5785441) *
## 27) texture_worst>=5.073596 59 17 M (0.2881356 0.7118644)
## 54) smoothness_worst< -1.609702 7 0 B (1.0000000 0.0000000) *
## 55) smoothness_worst>=-1.609702 52 10 M (0.1923077 0.8076923)
## 110) symmetry_worst>=-1.45218 6 1 B (0.8333333 0.1666667) *
## 111) symmetry_worst< -1.45218 46 5 M (0.1086957 0.8913043) *
## 7) symmetry_worst>=-1.001713 12 0 M (0.0000000 1.0000000) *
##
## $trees[[124]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 393 B (0.56907895 0.43092105)
## 2) compactness_se>=-3.93685 532 197 B (0.62969925 0.37030075)
## 4) smoothness_mean< -2.296106 346 107 B (0.69075145 0.30924855)
## 8) smoothness_worst>=-1.555451 232 51 B (0.78017241 0.21982759)
## 16) smoothness_mean< -2.412736 58 2 B (0.96551724 0.03448276)
## 32) smoothness_mean>=-2.470951 56 0 B (1.00000000 0.00000000) *
## 33) smoothness_mean< -2.470951 2 0 M (0.00000000 1.00000000) *
## 17) smoothness_mean>=-2.412736 174 49 B (0.71839080 0.28160920)
## 34) symmetry_worst>=-1.612868 70 8 B (0.88571429 0.11428571)
## 68) texture_mean< 3.142699 68 6 B (0.91176471 0.08823529) *
## 69) texture_mean>=3.142699 2 0 M (0.00000000 1.00000000) *
## 35) symmetry_worst< -1.612868 104 41 B (0.60576923 0.39423077)
## 70) symmetry_worst< -1.671738 77 17 B (0.77922078 0.22077922) *
## 71) symmetry_worst>=-1.671738 27 3 M (0.11111111 0.88888889) *
## 9) smoothness_worst< -1.555451 114 56 B (0.50877193 0.49122807)
## 18) smoothness_worst< -1.615894 35 6 B (0.82857143 0.17142857)
## 36) smoothness_worst>=-1.651028 24 1 B (0.95833333 0.04166667)
## 72) smoothness_mean< -2.337942 23 0 B (1.00000000 0.00000000) *
## 73) smoothness_mean>=-2.337942 1 0 M (0.00000000 1.00000000) *
## 37) smoothness_worst< -1.651028 11 5 B (0.54545455 0.45454545)
## 74) texture_mean>=3.103494 5 0 B (1.00000000 0.00000000) *
## 75) texture_mean< 3.103494 6 1 M (0.16666667 0.83333333) *
## 19) smoothness_worst>=-1.615894 79 29 M (0.36708861 0.63291139)
## 38) smoothness_mean< -2.486577 6 0 B (1.00000000 0.00000000) *
## 39) smoothness_mean>=-2.486577 73 23 M (0.31506849 0.68493151)
## 78) texture_mean< 3.049609 39 19 M (0.48717949 0.51282051) *
## 79) texture_mean>=3.049609 34 4 M (0.11764706 0.88235294) *
## 5) smoothness_mean>=-2.296106 186 90 B (0.51612903 0.48387097)
## 10) symmetry_worst< -1.653707 103 33 B (0.67961165 0.32038835)
## 20) smoothness_mean>=-2.274485 83 20 B (0.75903614 0.24096386)
## 40) texture_mean< 2.909334 37 0 B (1.00000000 0.00000000) *
## 41) texture_mean>=2.909334 46 20 B (0.56521739 0.43478261)
## 82) texture_mean>=2.992463 34 8 B (0.76470588 0.23529412) *
## 83) texture_mean< 2.992463 12 0 M (0.00000000 1.00000000) *
## 21) smoothness_mean< -2.274485 20 7 M (0.35000000 0.65000000)
## 42) symmetry_worst< -1.93369 9 2 B (0.77777778 0.22222222)
## 84) compactness_se< -3.443758 7 0 B (1.00000000 0.00000000) *
## 85) compactness_se>=-3.443758 2 0 M (0.00000000 1.00000000) *
## 43) symmetry_worst>=-1.93369 11 0 M (0.00000000 1.00000000) *
## 11) symmetry_worst>=-1.653707 83 26 M (0.31325301 0.68674699)
## 22) smoothness_mean>=-2.239141 51 25 B (0.50980392 0.49019608)
## 44) smoothness_mean< -2.194003 28 5 B (0.82142857 0.17857143)
## 88) texture_mean>=2.710629 24 1 B (0.95833333 0.04166667) *
## 89) texture_mean< 2.710629 4 0 M (0.00000000 1.00000000) *
## 45) smoothness_mean>=-2.194003 23 3 M (0.13043478 0.86956522)
## 90) smoothness_mean>=-1.889548 2 0 B (1.00000000 0.00000000) *
## 91) smoothness_mean< -1.889548 21 1 M (0.04761905 0.95238095) *
## 23) smoothness_mean< -2.239141 32 0 M (0.00000000 1.00000000) *
## 3) compactness_se< -3.93685 380 184 M (0.48421053 0.51578947)
## 6) smoothness_worst< -1.55307 127 40 B (0.68503937 0.31496063)
## 12) symmetry_worst>=-2.382417 113 26 B (0.76991150 0.23008850)
## 24) compactness_se< -4.260936 90 13 B (0.85555556 0.14444444)
## 48) smoothness_worst>=-1.61379 77 5 B (0.93506494 0.06493506)
## 96) smoothness_worst< -1.555669 66 0 B (1.00000000 0.00000000) *
## 97) smoothness_worst>=-1.555669 11 5 B (0.54545455 0.45454545) *
## 49) smoothness_worst< -1.61379 13 5 M (0.38461538 0.61538462)
## 98) smoothness_worst< -1.624645 5 0 B (1.00000000 0.00000000) *
## 99) smoothness_worst>=-1.624645 8 0 M (0.00000000 1.00000000) *
## 25) compactness_se>=-4.260936 23 10 M (0.43478261 0.56521739)
## 50) texture_mean< 2.950343 6 0 B (1.00000000 0.00000000) *
## 51) texture_mean>=2.950343 17 4 M (0.23529412 0.76470588)
## 102) symmetry_worst< -1.971165 4 0 B (1.00000000 0.00000000) *
## 103) symmetry_worst>=-1.971165 13 0 M (0.00000000 1.00000000) *
## 13) symmetry_worst< -2.382417 14 0 M (0.00000000 1.00000000) *
## 7) smoothness_worst>=-1.55307 253 97 M (0.38339921 0.61660079)
## 14) compactness_se< -4.557422 23 1 B (0.95652174 0.04347826)
## 28) symmetry_worst>=-1.821274 21 0 B (1.00000000 0.00000000) *
## 29) symmetry_worst< -1.821274 2 1 B (0.50000000 0.50000000)
## 58) texture_mean< 2.999972 1 0 B (1.00000000 0.00000000) *
## 59) texture_mean>=2.999972 1 0 M (0.00000000 1.00000000) *
## 15) compactness_se>=-4.557422 230 75 M (0.32608696 0.67391304)
## 30) smoothness_worst>=-1.538309 186 75 M (0.40322581 0.59677419)
## 60) smoothness_worst< -1.526111 24 0 B (1.00000000 0.00000000) *
## 61) smoothness_worst>=-1.526111 162 51 M (0.31481481 0.68518519)
## 122) smoothness_mean>=-2.235862 27 8 B (0.70370370 0.29629630) *
## 123) smoothness_mean< -2.235862 135 32 M (0.23703704 0.76296296) *
## 31) smoothness_worst< -1.538309 44 0 M (0.00000000 1.00000000) *
##
## $trees[[125]]
## n= 912
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 912 438 B (0.51973684 0.48026316)
## 2) texture_mean< 2.960364 415 167 B (0.59759036 0.40240964)
## 4) texture_worst< 4.737861 398 151 B (0.62060302 0.37939698)
## 8) texture_mean>=2.938103 39 0 B (1.00000000 0.00000000) *
## 9) texture_mean< 2.938103 359 151 B (0.57938719 0.42061281)
## 18) smoothness_mean>=-2.28574 102 25 B (0.75490196 0.24509804)
## 36) texture_mean>=2.515298 94 17 B (0.81914894 0.18085106)
## 72) compactness_se< -3.646366 47 0 B (1.00000000 0.00000000) *
## 73) compactness_se>=-3.646366 47 17 B (0.63829787 0.36170213) *
## 37) texture_mean< 2.515298 8 0 M (0.00000000 1.00000000) *
## 19) smoothness_mean< -2.28574 257 126 B (0.50972763 0.49027237)
## 38) smoothness_mean< -2.468758 21 0 B (1.00000000 0.00000000) *
## 39) smoothness_mean>=-2.468758 236 110 M (0.46610169 0.53389831)
## 78) smoothness_mean< -2.295113 217 107 B (0.50691244 0.49308756) *
## 79) smoothness_mean>=-2.295113 19 0 M (0.00000000 1.00000000) *
## 5) texture_worst>=4.737861 17 1 M (0.05882353 0.94117647)
## 10) texture_mean< 2.883257 1 0 B (1.00000000 0.00000000) *
## 11) texture_mean>=2.883257 16 0 M (0.00000000 1.00000000) *
## 3) texture_mean>=2.960364 497 226 M (0.45472837 0.54527163)
## 6) smoothness_mean< -2.258569 400 195 B (0.51250000 0.48750000)
## 12) symmetry_worst< -1.888082 160 51 B (0.68125000 0.31875000)
## 24) texture_worst< 4.914735 99 20 B (0.79797980 0.20202020)
## 48) texture_worst>=4.644679 62 4 B (0.93548387 0.06451613)
## 96) compactness_se< -2.72933 60 2 B (0.96666667 0.03333333) *
## 97) compactness_se>=-2.72933 2 0 M (0.00000000 1.00000000) *
## 49) texture_worst< 4.644679 37 16 B (0.56756757 0.43243243)
## 98) texture_worst< 4.617454 27 7 B (0.74074074 0.25925926) *
## 99) texture_worst>=4.617454 10 1 M (0.10000000 0.90000000) *
## 25) texture_worst>=4.914735 61 30 M (0.49180328 0.50819672)
## 50) smoothness_mean< -2.471478 17 0 B (1.00000000 0.00000000) *
## 51) smoothness_mean>=-2.471478 44 13 M (0.29545455 0.70454545)
## 102) smoothness_mean>=-2.38576 17 5 B (0.70588235 0.29411765) *
## 103) smoothness_mean< -2.38576 27 1 M (0.03703704 0.96296296) *
## 13) symmetry_worst>=-1.888082 240 96 M (0.40000000 0.60000000)
## 26) texture_mean>=3.026741 156 71 B (0.54487179 0.45512821)
## 52) texture_mean< 3.065024 22 0 B (1.00000000 0.00000000) *
## 53) texture_mean>=3.065024 134 63 M (0.47014925 0.52985075)
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## 107) smoothness_mean>=-2.333927 37 7 M (0.18918919 0.81081081) *
## 27) texture_mean< 3.026741 84 11 M (0.13095238 0.86904762)
## 54) compactness_se>=-2.807696 1 0 B (1.00000000 0.00000000) *
## 55) compactness_se< -2.807696 83 10 M (0.12048193 0.87951807)
## 110) smoothness_mean>=-2.397787 47 10 M (0.21276596 0.78723404) *
## 111) smoothness_mean< -2.397787 36 0 M (0.00000000 1.00000000) *
## 7) smoothness_mean>=-2.258569 97 21 M (0.21649485 0.78350515)
## 14) texture_mean< 3.019682 30 13 B (0.56666667 0.43333333)
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## 15) texture_mean>=3.019682 67 4 M (0.05970149 0.94029851)
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## 61) smoothness_mean>=-2.05387 1 0 M (0.00000000 1.00000000) *
## 31) smoothness_mean< -2.094359 63 1 M (0.01587302 0.98412698)
## 62) compactness_se< -4.054302 1 0 B (1.00000000 0.00000000) *
## 63) compactness_se>=-4.054302 62 0 M (0.00000000 1.00000000) *
##
##
## $weights
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##
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## [435,] 54.74829 16.453121
## [436,] 49.52612 21.675286
## [437,] 52.17446 19.026949
## [438,] 49.86468 21.336731
## [439,] 49.92555 21.275857
## [440,] 50.82794 20.373463
## [441,] 51.93503 19.266380
## [442,] 50.19509 21.006313
## [443,] 52.55655 18.644860
## [444,] 52.42582 18.775591
## [445,] 50.58199 20.619416
## [446,] 51.48540 19.716010
## [447,] 54.90918 16.292224
## [448,] 20.38170 50.819704
## [449,] 19.74286 51.458544
## [450,] 21.46643 49.734980
## [451,] 14.56916 56.632246
## [452,] 17.74203 53.459379
## [453,] 23.02907 48.172335
## [454,] 15.59921 55.602197
## [455,] 18.76761 52.433794
## [456,] 19.43944 51.761966
## [457,] 20.83699 50.364422
## [458,] 20.09669 51.104713
## [459,] 18.63507 52.566336
## [460,] 11.69258 59.508829
## [461,] 21.62384 49.577569
## [462,] 22.64758 48.553825
## [463,] 16.26463 54.936775
## [464,] 14.22530 56.976111
## [465,] 19.39381 51.807595
## [466,] 16.14614 55.055270
## [467,] 19.90854 51.292870
## [468,] 56.48211 14.719296
## [469,] 58.03952 13.161885
## [470,] 60.06820 11.133210
## [471,] 21.34908 49.852327
## [472,] 17.98899 53.212420
## [473,] 20.78497 50.416438
## [474,] 16.64332 54.558091
## [475,] 17.92346 53.277943
## [476,] 20.08330 51.118106
## [477,] 19.97708 51.224329
## [478,] 22.88904 48.312363
## [479,] 19.53952 51.661884
## [480,] 51.57044 19.630966
## [481,] 21.09572 50.105682
## [482,] 20.87485 50.326559
## [483,] 22.67482 48.526592
## [484,] 21.28818 49.913228
## [485,] 16.42099 54.780416
## [486,] 18.75369 52.447719
## [487,] 20.08472 51.116688
## [488,] 53.20181 17.999593
## [489,] 49.17807 22.023339
## [490,] 50.92803 20.273381
## [491,] 55.04960 16.151802
## [492,] 50.83363 20.367772
## [493,] 21.59824 49.603166
## [494,] 20.24136 50.960044
## [495,] 53.08944 18.111970
## [496,] 14.40360 56.797802
## [497,] 57.83026 13.371152
## [498,] 54.00830 17.193103
## [499,] 61.72765 9.473759
## [500,] 49.98270 21.218704
## [501,] 21.31643 49.884977
## [502,] 57.17213 14.029277
## [503,] 17.25268 53.948730
## [504,] 51.37286 19.828547
## [505,] 54.99011 16.211301
## [506,] 49.39196 21.809445
## [507,] 21.81838 49.383030
## [508,] 19.32995 51.871459
## [509,] 21.99930 49.202102
## [510,] 51.91953 19.281878
## [511,] 22.07283 49.128578
## [512,] 50.52962 20.671791
## [513,] 21.12520 50.076211
## [514,] 16.61114 54.590262
## [515,] 50.22031 20.981101
## [516,] 49.74410 21.457310
## [517,] 19.70544 51.495963
## [518,] 17.92893 53.272475
## [519,] 49.28735 21.914061
## [520,] 20.83889 50.362516
## [521,] 22.20339 48.998019
## [522,] 20.52430 50.677105
## [523,] 49.54521 21.656192
## [524,] 51.26784 19.933565
## [525,] 50.68737 20.514042
## [526,] 19.58860 51.612811
## [527,] 59.96197 11.239440
## [528,] 52.55931 18.642093
## [529,] 20.47063 50.730774
## [530,] 49.48322 21.718189
## [531,] 54.06632 17.135083
## [532,] 21.23905 49.962355
## [533,] 22.08038 49.121023
## [534,] 61.03765 10.163760
## [535,] 50.77768 20.423731
## [536,] 49.72138 21.480029
## [537,] 21.42848 49.772926
## [538,] 49.83992 21.361492
## [539,] 17.45643 53.744979
## [540,] 49.39969 21.801714
## [541,] 50.03171 21.169699
## [542,] 50.62686 20.574552
## [543,] 50.70530 20.496109
## [544,] 52.80919 18.392222
## [545,] 50.08090 21.120511
## [546,] 50.93777 20.263640
## [547,] 19.63229 51.569114
## [548,] 20.50076 50.700648
## [549,] 51.66993 19.531475
## [550,] 19.02887 52.172538
## [551,] 58.71789 12.483517
## [552,] 54.91720 16.284208
## [553,] 51.75348 19.447926
## [554,] 21.63130 49.570104
## [555,] 52.15660 19.044803
## [556,] 20.12685 51.074560
## [557,] 51.57347 19.627936
## [558,] 22.43856 48.762843
## [559,] 16.44284 54.758567
## [560,] 53.49661 17.704799
## [561,] 20.02565 51.175755
## [562,] 19.84814 51.353269
## [563,] 53.20586 17.995545
## [564,] 51.41880 19.782605
## [565,] 20.67925 50.522153
## [566,] 22.21422 48.987189
## [567,] 50.75921 20.442193
## [568,] 63.46514 7.736270
## [569,] 53.11358 18.087823
## [570,] 18.11326 53.088150
## [571,] 51.55620 19.645210
## [572,] 52.88552 18.315891
## [573,] 54.15598 17.045429
## [574,] 50.69965 20.501760
## [575,] 49.68578 21.515631
## [576,] 56.07022 15.131184
## [577,] 61.72557 9.475839
## [578,] 49.86608 21.335324
## [579,] 51.38271 19.818700
## [580,] 22.14508 49.056327
## [581,] 55.01387 16.187537
## [582,] 60.09495 11.106453
## [583,] 21.67846 49.522952
## [584,] 50.15099 21.050417
## [585,] 20.29109 50.910320
## [586,] 51.11911 20.082297
## [587,] 61.84588 9.355523
## [588,] 21.20036 50.001049
## [589,] 19.35450 51.846904
## [590,] 52.77851 18.422897
## [591,] 21.91328 49.288126
## [592,] 52.86327 18.338136
## [593,] 55.55014 15.651262
## [594,] 59.16296 12.038444
## [595,] 51.05110 20.150303
## [596,] 20.77476 50.426644
## [597,] 57.62638 13.575023
## [598,] 61.17232 10.029083
## [599,] 19.85272 51.348689
## [600,] 13.58530 57.616104
## [601,] 20.52730 50.674112
## [602,] 53.02431 18.177094
## [603,] 21.45926 49.742146
## [604,] 51.68747 19.513940
## [605,] 22.37663 48.824779
## [606,] 54.76723 16.434180
## [607,] 52.86197 18.339436
## [608,] 53.03184 18.169567
## [609,] 15.99960 55.201805
## [610,] 52.34799 18.853422
## [611,] 53.62358 17.577826
## [612,] 18.07603 53.125379
## [613,] 51.89709 19.304321
## [614,] 16.30596 54.895448
## [615,] 20.85190 50.349506
## [616,] 21.87942 49.321989
## [617,] 48.97275 22.228661
## [618,] 21.94506 49.256351
## [619,] 15.41830 55.783104
## [620,] 19.44844 51.752966
## [621,] 49.58374 21.617667
## [622,] 22.37943 48.821975
## [623,] 53.19271 18.008699
## [624,] 21.29243 49.908974
## [625,] 48.87988 22.321523
## [626,] 61.74256 9.458844
## [627,] 19.45901 51.742395
## [628,] 50.81466 20.386745
## [629,] 22.12051 49.080900
## [630,] 19.56805 51.633360
## [631,] 18.71805 52.483355
## [632,] 20.80876 50.392647
## [633,] 50.00066 21.200747
## [634,] 53.02061 18.180792
## [635,] 20.04132 51.160083
## [636,] 51.55171 19.649702
## [637,] 60.39961 10.801798
## [638,] 62.21012 8.991284
## [639,] 51.22331 19.978096
## [640,] 51.15948 20.041926
## [641,] 20.21682 50.984590
## [642,] 20.70038 50.501023
## [643,] 52.07209 19.129312
## [644,] 52.39495 18.806454
## [645,] 50.27669 20.924720
## [646,] 21.68026 49.521150
## [647,] 51.54158 19.659826
## [648,] 20.89918 50.302231
## [649,] 59.27788 11.923527
## [650,] 20.08838 51.113027
## [651,] 50.58817 20.613240
## [652,] 50.51737 20.684036
## [653,] 51.52157 19.679837
## [654,] 49.57098 21.630422
## [655,] 54.69160 16.509810
## [656,] 18.18261 53.018800
## [657,] 20.31474 50.886671
## [658,] 22.41114 48.790271
## [659,] 20.60757 50.593840
## [660,] 21.71404 49.487366
## [661,] 21.49466 49.706750
## [662,] 20.65730 50.544106
## [663,] 16.13030 55.071105
## [664,] 15.52190 55.679511
## [665,] 20.24886 50.952550
## [666,] 21.71536 49.486044
## [667,] 19.63620 51.565211
## [668,] 21.42391 49.777495
## [669,] 21.82107 49.380338
## [670,] 20.46206 50.739351
## [671,] 58.29931 12.902095
## [672,] 52.34985 18.851562
## [673,] 50.16333 21.038077
## [674,] 59.32577 11.875641
## [675,] 57.76300 13.438405
## [676,] 20.85344 50.347967
## [677,] 58.03826 13.163144
## [678,] 53.21442 17.986984
## [679,] 20.68515 50.516262
## [680,] 54.80027 16.401135
## [681,] 18.38452 52.816887
## [682,] 58.53153 12.669875
## [683,] 20.33244 50.868965
## [684,] 60.00368 11.197732
## [685,] 56.66143 14.539976
## [686,] 50.30701 20.894400
## [687,] 63.72160 7.479810
## [688,] 50.42846 20.772944
## [689,] 49.36974 21.831665
## [690,] 53.99711 17.204300
## [691,] 50.06014 21.141267
## [692,] 50.11469 21.086715
## [693,] 60.87812 10.323290
## [694,] 59.19861 12.002798
## [695,] 22.51564 48.685765
## [696,] 56.22261 14.978797
## [697,] 51.02793 20.173477
## [698,] 20.13841 51.062999
## [699,] 50.57785 20.623560
## [700,] 21.00906 50.192349
## [701,] 53.67240 17.529007
## [702,] 49.29051 21.910900
## [703,] 51.97656 19.224843
## [704,] 57.25361 13.947800
## [705,] 61.23359 9.967816
## [706,] 63.75887 7.442537
## [707,] 49.05177 22.149642
## [708,] 62.94627 8.255136
## [709,] 50.29129 20.910117
## [710,] 54.91360 16.287807
## [711,] 56.49580 14.705610
## [712,] 55.44180 15.759607
## [713,] 65.31066 5.890749
## [714,] 21.52146 49.679943
## [715,] 50.41401 20.787402
## [716,] 52.52925 18.672160
## [717,] 53.61578 17.585631
## [718,] 13.17095 58.030459
## [719,] 51.18273 20.018678
## [720,] 52.39270 18.808707
## [721,] 59.15911 12.042298
## [722,] 19.64768 51.553724
## [723,] 21.49983 49.701576
## [724,] 22.15297 49.048432
## [725,] 50.10502 21.096392
## [726,] 51.73127 19.470138
## [727,] 18.34473 52.856681
## [728,] 49.88793 21.313479
## [729,] 20.80326 50.398147
## [730,] 49.79390 21.407510
## [731,] 51.57396 19.627451
## [732,] 50.75173 20.449672
## [733,] 17.83403 53.367381
## [734,] 58.11758 13.083831
## [735,] 52.80601 18.395399
## [736,] 55.26019 15.941219
## [737,] 56.22959 14.971814
## [738,] 17.73256 53.468850
## [739,] 17.90833 53.293076
## [740,] 20.02193 51.179475
## [741,] 55.69896 15.502449
## [742,] 53.90690 17.294506
## [743,] 50.16032 21.041087
## [744,] 57.84889 13.352519
## [745,] 51.17588 20.025524
## [746,] 52.27228 18.929127
## [747,] 51.29234 19.909064
## [748,] 50.09415 21.107262
## [749,] 49.31597 21.885439
## [750,] 51.23506 19.966344
## [751,] 20.81728 50.384129
## [752,] 17.69156 53.509846
## [753,] 49.17087 22.030541
## [754,] 21.92721 49.274195
## [755,] 20.68606 50.515344
## [756,] 56.67316 14.528246
## [757,] 21.87171 49.329702
## [758,] 22.38852 48.812892
## [759,] 54.70319 16.498221
## [760,] 51.20739 19.994019
## [761,] 13.06482 58.136586
## [762,] 53.40474 17.796672
## [763,] 51.67320 19.528203
## [764,] 49.80744 21.393971
## [765,] 54.07734 17.124069
## [766,] 21.03702 50.164390
## [767,] 53.67239 17.529013
## [768,] 57.01133 14.190076
## [769,] 57.30097 13.900442
## [770,] 16.80553 54.395878
## [771,] 58.49451 12.706902
## [772,] 20.96749 50.233913
## [773,] 15.06284 56.138562
## [774,] 50.04279 21.158616
## [775,] 58.22372 12.977686
## [776,] 52.97177 18.229633
## [777,] 58.94443 12.256977
## [778,] 17.80671 53.394700
## [779,] 55.90832 15.293088
## [780,] 50.40417 20.797240
## [781,] 52.09090 19.110504
## [782,] 62.43167 8.769741
## [783,] 52.19539 19.006018
## [784,] 52.18518 19.016229
## [785,] 52.30260 18.898808
## [786,] 18.90629 52.295117
## [787,] 51.39460 19.806810
## [788,] 52.50955 18.691856
## [789,] 54.12366 17.077746
## [790,] 50.17838 21.023029
## [791,] 21.03842 50.162988
## [792,] 49.33400 21.867410
## [793,] 18.64630 52.555103
## [794,] 54.35540 16.846008
## [795,] 49.01769 22.183716
## [796,] 50.32642 20.874986
## [797,] 51.57300 19.628405
## [798,] 49.83316 21.368250
## [799,] 50.23856 20.962844
## [800,] 56.29191 14.909495
## [801,] 51.35318 19.848224
## [802,] 19.68964 51.511768
## [803,] 51.87032 19.331086
## [804,] 13.73644 57.464967
## [805,] 10.86117 60.340242
## [806,] 51.49953 19.701874
## [807,] 49.93789 21.263521
## [808,] 51.39564 19.805762
## [809,] 21.34705 49.854354
## [810,] 52.11154 19.089867
## [811,] 51.91113 19.290275
## [812,] 22.46924 48.732164
## [813,] 20.86787 50.333538
## [814,] 51.17166 20.029743
## [815,] 53.57648 17.624931
## [816,] 21.89829 49.303118
## [817,] 50.87863 20.322775
## [818,] 49.63464 21.566770
## [819,] 63.71572 7.485688
## [820,] 50.88951 20.311901
## [821,] 50.23006 20.971350
## [822,] 49.25440 21.947007
## [823,] 52.55568 18.645722
## [824,] 55.77293 15.428474
## [825,] 20.79986 50.401543
## [826,] 20.45955 50.741862
## [827,] 56.61834 14.583072
## [828,] 57.83956 13.361850
## [829,] 50.23278 20.968627
## [830,] 50.23365 20.967755
## [831,] 52.54357 18.657838
## [832,] 19.55035 51.651053
## [833,] 50.11801 21.083394
## [834,] 50.48793 20.713477
## [835,] 54.25591 16.945492
## [836,] 59.36823 11.833174
## [837,] 56.16562 15.035787
## [838,] 49.06932 22.132085
## [839,] 55.02668 16.174728
## [840,] 53.27053 17.930881
## [841,] 51.46403 19.737380
## [842,] 51.44185 19.759558
## [843,] 58.56939 12.632017
## [844,] 52.59167 18.609733
## [845,] 51.33717 19.864241
## [846,] 52.29017 18.911235
## [847,] 52.66150 18.539912
## [848,] 19.95313 51.248274
## [849,] 53.36527 17.836137
## [850,] 62.27504 8.926364
## [851,] 21.34349 49.857914
## [852,] 56.43047 14.770935
## [853,] 50.71540 20.486011
## [854,] 49.09288 22.108532
## [855,] 50.77855 20.422861
## [856,] 21.55464 49.646767
## [857,] 20.84521 50.356199
## [858,] 50.70764 20.493763
## [859,] 14.00838 57.193031
## [860,] 50.50591 20.695495
## [861,] 20.97316 50.228244
## [862,] 50.87958 20.321830
## [863,] 49.74089 21.460521
## [864,] 50.36063 20.840773
## [865,] 54.63792 16.563486
## [866,] 16.04190 55.159505
## [867,] 58.66375 12.537654
## [868,] 58.97223 12.229179
## [869,] 19.94992 51.251486
## [870,] 56.73877 14.462633
## [871,] 21.23050 49.970911
## [872,] 51.62839 19.573013
## [873,] 20.75336 50.448047
## [874,] 50.86034 20.341069
## [875,] 49.84071 21.360696
## [876,] 20.12375 51.077659
## [877,] 50.05203 21.149379
## [878,] 50.50840 20.693006
## [879,] 51.04418 20.157228
## [880,] 51.58912 19.612289
## [881,] 56.47722 14.724190
## [882,] 50.83565 20.365754
## [883,] 49.45046 21.750948
## [884,] 21.36987 49.831533
## [885,] 49.82248 21.378928
## [886,] 21.72254 49.478867
## [887,] 50.94170 20.259709
## [888,] 53.72245 17.478956
## [889,] 48.85093 22.350476
## [890,] 50.86987 20.331539
## [891,] 49.79286 21.408542
## [892,] 54.74829 16.453121
## [893,] 49.52612 21.675286
## [894,] 50.55626 20.645144
## [895,] 52.17446 19.026949
## [896,] 49.86468 21.336731
## [897,] 49.92555 21.275857
## [898,] 50.82794 20.373463
## [899,] 51.93503 19.266380
## [900,] 50.19509 21.006313
## [901,] 52.55655 18.644860
## [902,] 52.42582 18.775591
## [903,] 50.58199 20.619416
## [904,] 51.48540 19.716010
## [905,] 49.49080 21.710606
## [906,] 54.90918 16.292224
## [907,] 14.25077 56.950641
## [908,] 19.74286 51.458544
## [909,] 21.15091 50.050496
## [910,] 21.46643 49.734980
## [911,] 14.56916 56.632246
## [912,] 52.10919 19.092220
##
## $prob
## [,1] [,2]
## [1,] 0.2491809 0.75081914
## [2,] 0.3234356 0.67656437
## [3,] 0.2190857 0.78091430
## [4,] 0.2730205 0.72697954
## [5,] 0.2926485 0.70735149
## [6,] 0.2822514 0.71774864
## [7,] 0.2617234 0.73827664
## [8,] 0.1642184 0.83578164
## [9,] 0.3036996 0.69630040
## [10,] 0.3098955 0.69010453
## [11,] 0.2932864 0.70671362
## [12,] 0.2284313 0.77156866
## [13,] 0.1997895 0.80021047
## [14,] 0.2723796 0.72762038
## [15,] 0.2267671 0.77323289
## [16,] 0.7932724 0.20672761
## [17,] 0.8151457 0.18485428
## [18,] 0.8436378 0.15636222
## [19,] 0.2998407 0.70015930
## [20,] 0.2221098 0.77789021
## [21,] 0.2919180 0.70808204
## [22,] 0.2637316 0.73626843
## [23,] 0.3037630 0.69623699
## [24,] 0.3228648 0.67713524
## [25,] 0.2337498 0.76625018
## [26,] 0.2805714 0.71942861
## [27,] 0.7242896 0.27571037
## [28,] 0.2962824 0.70371759
## [29,] 0.2931803 0.70681973
## [30,] 0.2989854 0.70101463
## [31,] 0.2707486 0.72925136
## [32,] 0.2633893 0.73661071
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## [912,] 0.7318561 0.26814385
##
## $class
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## [145] "M" "B" "M" "B" "B" "B" "M" "B" "B" "M" "B" "M" "M" "M" "B" "M" "M" "M"
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## [181] "B" "B" "M" "B" "B" "M" "B" "B" "B" "M" "B" "B" "B" "B" "M" "B" "B" "B"
## [199] "B" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "B" "B" "B" "B" "B" "M"
## [217] "B" "M" "B" "B" "M" "B" "M" "B" "M" "M" "B" "B" "B" "B" "B" "B" "B" "B"
## [235] "B" "B" "B" "B" "B" "M" "B" "B" "M" "B" "M" "B" "B" "B" "B" "B" "B" "B"
## [253] "B" "B" "B" "M" "B" "B" "B" "M" "B" "M" "B" "B" "M" "M" "B" "B" "B" "M"
## [271] "B" "B" "M" "B" "B" "B" "M" "B" "B" "B" "B" "B" "B" "B" "M" "M" "M" "B"
## [289] "B" "B" "B" "B" "B" "B" "B" "M" "M" "M" "M" "M" "B" "M" "B" "B" "B" "B"
## [307] "B" "M" "B" "B" "B" "B" "B" "M" "B" "M" "B" "M" "B" "B" "B" "B" "M" "B"
## [325] "B" "B" "B" "B" "B" "M" "B" "B" "B" "B" "B" "M" "B" "B" "M" "B" "B" "B"
## [343] "B" "B" "B" "B" "M" "B" "M" "M" "M" "B" "B" "B" "B" "B" "B" "B" "M" "B"
## [361] "M" "B" "B" "M" "B" "M" "B" "B" "B" "B" "B" "B" "M" "M" "B" "B" "B" "B"
## [379] "B" "M" "B" "B" "B" "B" "B" "B" "M" "B" "B" "B" "B" "B" "M" "M" "B" "B"
## [397] "B" "B" "B" "M" "M" "M" "B" "B" "B" "M" "B" "B" "M" "M" "B" "M" "B" "B"
## [415] "B" "M" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "M" "B" "B" "B" "B" "B"
## [433] "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "M" "M" "M"
## [451] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "B"
## [469] "B" "B" "M" "M" "M" "M" "M" "M" "M" "M" "M" "B" "M" "M" "M" "M" "M" "M"
## [487] "M" "B" "B" "B" "B" "B" "M" "M" "B" "M" "B" "B" "B" "B" "M" "B" "M" "B"
## [505] "B" "B" "M" "M" "M" "B" "M" "B" "M" "M" "B" "B" "M" "M" "B" "M" "M" "M"
## [523] "B" "B" "B" "M" "B" "B" "M" "B" "B" "M" "M" "B" "B" "B" "M" "B" "M" "B"
## [541] "B" "B" "B" "B" "B" "B" "M" "M" "B" "M" "B" "B" "B" "M" "B" "M" "B" "M"
## [559] "M" "B" "M" "M" "B" "B" "M" "M" "B" "B" "B" "M" "B" "B" "B" "B" "B" "B"
## [577] "B" "B" "B" "M" "B" "B" "M" "B" "M" "B" "B" "M" "M" "B" "M" "B" "B" "B"
## [595] "B" "M" "B" "B" "M" "M" "M" "B" "M" "B" "M" "B" "B" "B" "M" "B" "B" "M"
## [613] "B" "M" "M" "M" "B" "M" "M" "M" "B" "M" "B" "M" "B" "B" "M" "B" "M" "M"
## [631] "M" "M" "B" "B" "M" "B" "B" "B" "B" "B" "M" "M" "B" "B" "B" "M" "B" "M"
## [649] "B" "M" "B" "B" "B" "B" "B" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
## [667] "M" "M" "M" "M" "B" "B" "B" "B" "B" "M" "B" "B" "M" "B" "M" "B" "M" "B"
## [685] "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "M" "B" "B" "M" "B" "M" "B" "B"
## [703] "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "M" "B" "B" "B" "M" "B" "B"
## [721] "B" "M" "M" "M" "B" "B" "M" "B" "M" "B" "B" "B" "M" "B" "B" "B" "B" "M"
## [739] "M" "M" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "M" "M" "B" "M" "M" "B"
## [757] "M" "M" "B" "B" "M" "B" "B" "B" "B" "M" "B" "B" "B" "M" "B" "M" "M" "B"
## [775] "B" "B" "B" "M" "B" "B" "B" "B" "B" "B" "B" "M" "B" "B" "B" "B" "M" "B"
## [793] "M" "B" "B" "B" "B" "B" "B" "B" "B" "M" "B" "M" "M" "B" "B" "B" "M" "B"
## [811] "B" "M" "M" "B" "B" "M" "B" "B" "B" "B" "B" "B" "B" "B" "M" "M" "B" "B"
## [829] "B" "B" "B" "M" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B"
## [847] "B" "M" "B" "B" "M" "B" "B" "B" "B" "M" "M" "B" "M" "B" "M" "B" "B" "B"
## [865] "B" "M" "B" "B" "M" "B" "M" "B" "M" "B" "B" "M" "B" "B" "B" "B" "B" "B"
## [883] "B" "M" "B" "M" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B" "B"
## [901] "B" "B" "B" "B" "B" "B" "M" "M" "M" "M" "M" "B"
##
## $importance
## compactness_se smoothness_mean smoothness_worst symmetry_worst
## 18.34265 16.54034 15.60520 17.19413
## texture_mean texture_worst
## 17.94675 14.37093
##
## $terms
## .outcome ~ texture_mean + smoothness_mean + compactness_se +
## texture_worst + smoothness_worst + symmetry_worst
## attr(,"variables")
## list(.outcome, texture_mean, smoothness_mean, compactness_se,
## texture_worst, smoothness_worst, symmetry_worst)
## attr(,"factors")
## texture_mean smoothness_mean compactness_se texture_worst
## .outcome 0 0 0 0
## texture_mean 1 0 0 0
## smoothness_mean 0 1 0 0
## compactness_se 0 0 1 0
## texture_worst 0 0 0 1
## smoothness_worst 0 0 0 0
## symmetry_worst 0 0 0 0
## smoothness_worst symmetry_worst
## .outcome 0 0
## texture_mean 0 0
## smoothness_mean 0 0
## compactness_se 0 0
## texture_worst 0 0
## smoothness_worst 1 0
## symmetry_worst 0 1
## attr(,"term.labels")
## [1] "texture_mean" "smoothness_mean" "compactness_se" "texture_worst"
## [5] "smoothness_worst" "symmetry_worst"
## attr(,"order")
## [1] 1 1 1 1 1 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: 0x000000002fb413e8>
## attr(,"predvars")
## list(.outcome, texture_mean, smoothness_mean, compactness_se,
## texture_worst, smoothness_worst, symmetry_worst)
## attr(,"dataClasses")
## .outcome texture_mean smoothness_mean compactness_se
## "factor" "numeric" "numeric" "numeric"
## texture_worst smoothness_worst symmetry_worst
## "numeric" "numeric" "numeric"
##
## $call
## (function (formula, data, boos = TRUE, mfinal = 100, coeflearn = "Breiman",
## control, ...)
## {
## if (!(as.character(coeflearn) %in% c("Freund", "Breiman",
## "Zhu"))) {
## stop("coeflearn must be 'Freund', 'Breiman' or 'Zhu' ")
## }
## formula <- as.formula(formula)
## vardep <- data[, as.character(formula[[2]])]
## n <- length(data[, 1])
## nclases <- nlevels(vardep)
## pesos <- rep(1/n, n)
## guardarpesos <- array(0, c(n, mfinal))
## w <- rep(1/n, n)
## data <- cbind(pesos, data)
## arboles <- list()
## pond <- rep(0, mfinal)
## pred <- data.frame(rep(0, n))
## arboles[[1]] <- rpart(formula, data = data[, -1], control = rpart.control(minsplit = 1,
## cp = -1, maxdepth = 30))
## nvar <- dim(varImp(arboles[[1]], surrogates = FALSE, competes = FALSE))[1]
## imp <- array(0, c(mfinal, nvar))
## for (m in 1:mfinal) {
## if (boos == TRUE) {
## k <- 1
## while (k == 1) {
## boostrap <- sample(1:n, replace = TRUE, prob = pesos)
## fit <- rpart(formula, data = data[boostrap, -1],
## control = control)
## k <- length(fit$frame$var)
## }
## flearn <- predict(fit, newdata = data[, -1], type = "class")
## ind <- as.numeric(vardep != flearn)
## err <- sum(pesos * ind)
## }
## if (boos == FALSE) {
## w <<- pesos
## fit <- rpart(formula = formula, data = data[, -1],
## weights = w, control = control)
## flearn <- predict(fit, data = data[, -1], type = "class")
## ind <- as.numeric(vardep != flearn)
## err <- sum(pesos * ind)
## }
## c <- log((1 - err)/err)
## if (coeflearn == "Breiman") {
## c <- (1/2) * c
## }
## if (coeflearn == "Zhu") {
## c <- c + log(nclases - 1)
## }
## guardarpesos[, m] <- pesos
## pesos <- pesos * exp(c * ind)
## pesos <- pesos/sum(pesos)
## maxerror <- 0.5
## eac <- 0.001
## if (coeflearn == "Zhu") {
## maxerror <- 1 - 1/nclases
## }
## if (err >= maxerror) {
## pesos <- rep(1/n, n)
## maxerror <- maxerror - eac
## c <- log((1 - maxerror)/maxerror)
## if (coeflearn == "Breiman") {
## c <- (1/2) * c
## }
## if (coeflearn == "Zhu") {
## c <- c + log(nclases - 1)
## }
## }
## if (err == 0) {
## pesos <- rep(1/n, n)
## c <- log((1 - eac)/eac)
## if (coeflearn == "Breiman") {
## c <- (1/2) * c
## }
## if (coeflearn == "Zhu") {
## c <- c + log(nclases - 1)
## }
## }
## arboles[[m]] <- fit
## pond[m] <- c
## if (m == 1) {
## pred <- flearn
## }
## else {
## pred <- data.frame(pred, flearn)
## }
## if (length(fit$frame$var) > 1) {
## k <- varImp(fit, surrogates = FALSE, competes = FALSE)
## imp[m, ] <- k[sort(row.names(k)), ]
## }
## else {
## imp[m, ] <- rep(0, nvar)
## }
## }
## classfinal <- array(0, c(n, nlevels(vardep)))
## for (i in 1:nlevels(vardep)) {
## classfinal[, i] <- matrix(as.numeric(pred == levels(vardep)[i]),
## nrow = n) %*% as.vector(pond)
## }
## predclass <- rep("O", n)
## predclass[] <- apply(classfinal, 1, FUN = select, vardep.summary = summary(vardep))
## imppond <- as.vector(as.vector(pond) %*% imp)
## imppond <- imppond/sum(imppond) * 100
## names(imppond) <- sort(row.names(k))
## votosporc <- classfinal/apply(classfinal, 1, sum)
## ans <- list(formula = formula, trees = arboles, weights = pond,
## votes = classfinal, prob = votosporc, class = predclass,
## importance = imppond)
## attr(ans, "vardep.summary") <- summary(vardep, maxsum = 700)
## mf <- model.frame(formula = formula, data = data[, -1])
## terms <- attr(mf, "terms")
## ans$terms <- terms
## ans$call <- match.call()
## class(ans) <- "boosting"
## ans
## })(formula = .outcome ~ ., data = list(texture_mean = c(2.33988087773774,
## 2.87751164216656, 3.05635689537043, 2.75366071235426, 2.99473177322041,
## 3.03639425527288, 3.08282698040492, 3.17971910966701, 3.14587493198371,
## 2.88424189752063, 3.21084365317094, 3.11839228628988, 3.31563949330051,
## 3.0022112396517, 3.02916704964023, 2.66444656362008, 2.75429745226753,
## 2.52091708731103, 2.65745841498615, 3.0624559055969, 2.79728133483015,
## 3.06944731137627, 3.00815479355255, 2.71137799119488, 2.92852352386054,
## 2.88368276974537, 2.91343703082716, 3.22684399451738, 3.03591406318682,
## 3.06105173967463, 3.21124679770371, 3.08236858021354, 2.86789890204411,
## 2.82375700881418, 2.9263821954192, 2.68307421503203, 2.79361608943186,
## 2.90361698464619, 2.92852352386054, 3.09195113129453, 2.93119375241642,
## 2.92154737536461, 3.07223024452672, 2.96062309644042, 2.70001802940495,
## 3.04356960296815, 2.62900699376176, 3.17136484219715, 3.04499851485691,
## 2.94654202936322, 2.85243910372751, 3.05917644611053, 3.19948911106801,
## 2.75937682826755, 2.80457176809283, 2.78192004966867, 3.17680304844629,
## 2.89037175789616, 3.04309284491383, 2.7638002162067, 3.21526932927409,
## 3.26918863874179, 2.75047091698616, 2.91885122921803, 3.06619073720255,
## 3.2023398562281, 3.08190996979504, 2.7239235502585, 3.17888681665184,
## 3.12500460925813, 2.69192081917233, 2.90690105984738, 2.9871959425317,
## 3.13679771383259, 2.88144312715186, 2.55256529826182, 2.98416563718253,
## 2.59749101053515, 3.02140002030257, 2.96527306606928, 2.95958682691764,
## 2.74470351875025, 2.91993056013771, 2.97909463240097, 3.0568273729138,
## 2.83262493568384, 3.03302805829769, 2.97807733831527, 3.00518743232475,
## 2.76190687389292, 3.06944731137627, 2.75747508442973, 2.8136106967627,
## 3.1315734964654, 2.99623214859564, 2.38139627341834, 3.00568260440716,
## 2.79667139275574, 2.84549061022345, 3.20639830335709, 2.93969088267037,
## 2.79667139275574, 3.2236643416, 2.58701187272515, 2.96938829821439,
## 3.06991167172824, 2.63404478779171, 3.08694315360738, 2.8136106967627,
## 2.73371794785079, 2.86619290219901, 2.59450815970308, 2.48240351956988,
## 2.89314568477889, 2.76757618041624, 2.68444033546308, 2.80819714970715,
## 2.93225985059842, 2.71997877196748, 2.88535921607262, 3.03013370027132,
## 2.57108434602905, 2.73046379593911, 2.88703285663065, 2.96836107675786,
## 2.54474665014402, 2.56186769092413, 3.00469201492546, 2.76883167336207,
## 2.89867056071086, 3.10099278421148, 3.09285898428471, 2.98365969231972,
## 2.9338568698359, 3.20599319903719, 2.51688969564105, 2.97705900828837,
## 2.71800053195538, 2.67069441455844, 2.89369954798884, 3.00121720378456,
## 3.10099278421148, 2.56955412384829, 3.27978275977172, 3.01111337559229,
## 2.70270259477561, 2.92208573338569, 2.84432781939476, 2.85589532836619,
## 2.76631910922619, 3.14069804380418, 3.06385810260159, 2.90251989183181,
## 3.29063819109509, 2.79300390698237, 3.10413814739778, 3.0837431508767,
## 3.00667221359233, 2.97348666460667, 2.96114082878437, 3.28353933819392,
## 3.16758253048065, 2.92316158071916, 2.8142103969306, 2.84897089215859,
## 3.00864849882054, 3.11529150861163, 2.55800220485855, 3.09738592728049,
## 2.94127608775793, 3.24102862950933, 2.82908719614504, 2.90962957450058,
## 2.86105737022739, 3.48031658611475, 2.63188884013665, 2.86391369893314,
## 3.00815479355255, 2.83438912314523, 2.60046499042227, 2.74148497718845,
## 3.17680304844629, 3.10593106585207, 3.29879544804407, 3.52075661671979,
## 3.32539566824587, 2.7669478423497, 3.05635689537043, 3.32683296637329,
## 3.67071548348627, 2.74727091425549, 2.71071331852169, 2.90087199253003,
## 3.1684242813721, 3.15700042115011, 2.98870765861703, 2.64688376586472,
## 3.22763733053677, 2.7033726115511, 3.15955035878339, 2.98669152890184,
## 2.83790818836042, 2.96165829322024, 2.83615020372953, 3.35933317756346,
## 2.84897089215859, 3.14415227867226, 3.09693415406296, 2.96424160646262,
## 3.43785069931019, 2.94180393152844, 3.0837431508767, 2.78562833574758,
## 3.01504458458636, 2.56802155649851, 3.04404613383254, 2.75174805636793,
## 3.19785645764413, 2.8541687092322, 2.65042108826557, 2.99473177322041,
## 2.88144312715186, 3.28091121578765, 2.64048488160644, 2.90032208874933,
## 2.93225985059842, 2.75366071235426, 2.91235066461494, 3.03302805829769,
## 2.57413778351594, 2.99373027088332, 2.93863268151342, 2.98214032003452,
## 2.94968833505258, 2.77383794164021, 2.85991255041146, 2.62321826558551,
## 2.58550584834412, 2.51365606307399, 2.89811944468699, 2.89977188240808,
## 3.1393996233664, 2.9391619220656, 2.99021709286588, 3.17220341666977,
## 2.92369907065416, 3.19826487096408, 2.76127496233951, 2.66722820658195,
## 2.54238908520136, 2.62756295018952, 2.75302356674494, 2.59301339111385,
## 2.37211115564266, 2.82435065679837, 2.93757335938046, 2.9391619220656,
## 2.83321334405622, 2.78377591163035, 2.97858611471902, 2.58926666511224,
## 3.06851794327964, 2.7219531062712, 2.85070650150373, 3.03061667540749,
## 2.74148497718845, 2.96269241947579, 2.98870765861703, 2.94549105711724,
## 3.04452243772342, 2.65535241210176, 2.86391369893314, 3.18924101973851,
## 2.80578168959555, 2.82375700881418, 2.70537997254633, 3.07639017657145,
## 2.73760900334375, 2.68852753461335, 2.9391619220656, 2.69056488676119,
## 2.77446196662146, 2.70537997254633, 2.83732253680635, 2.95595140354215,
## 2.85991255041146, 3.24804620216798, 2.6440448711263, 2.78562833574758,
## 2.74019465442878, 2.90799335924598, 2.89425310460414, 3.07130346040107,
## 2.93598226914822, 2.83026783382646, 3.08099211750481, 3.28952066443753,
## 2.84781214347737, 3.08648663682246, 3.14802408389625, 2.58097411853423,
## 2.85359250639287, 2.77695417974942, 2.77695417974942, 3.00667221359233,
## 3.33967652501391, 2.71800053195538, 2.93545134266906, 2.56186769092413,
## 2.7033726115511, 3.12324559385295, 2.86105737022739, 2.61885462229774,
## 3.14802408389625, 2.64546532591059, 3.14458322028635, 2.82375700881418,
## 3.10368941505908, 2.87469394517693, 2.85991255041146, 2.69665215614984,
## 2.84839168565528, 3.04547436544881, 2.38967979984498, 2.90635446240277,
## 2.7047112998367, 2.92262380173335, 2.69867303928961, 3.06198806933106,
## 3.02819946369149, 2.88591740754678, 2.86619290219901, 2.82316300820271,
## 3.07639017657145, 3.09602999486936, 3.39484390768998, 3.05258508514677,
## 3.07731226054641, 3.04832472367316, 2.49897390699944, 2.94654202936322,
## 2.77383794164021, 2.95125778345216, 2.95073490762326, 3.05776766447344,
## 3.09013294897548, 3.11484775444415, 2.8724340572095, 2.97246364661464,
## 3.08967788639652, 2.97654945413722, 2.97246364661464, 2.77133794033813,
## 2.97552956623647, 2.75110969056266, 2.84490938381941, 2.75937682826755,
## 2.90799335924598, 2.82435065679837, 3.2144661163795, 3.3332753651767,
## 2.87130219517581, 2.96217549002515, 3.02140002030257, 3.06991167172824,
## 3.2188758248682, 3.3403852422654, 2.84199817361195, 3.42491390827947,
## 3.37724616083964, 3.2240623515555, 3.33932197794407, 3.30137704637994,
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## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 1L)),
## mfinal = 125, coeflearn = "Breiman", control = list(minsplit = 0,
## minbucket = 0, cp = -1, maxcompete = 4L, maxsurrogate = 5L,
## usesurrogate = 2L, surrogatestyle = 0L, maxdepth = 6,
## xval = 0))
##
## $xNames
## [1] "texture_mean" "smoothness_mean" "compactness_se" "texture_worst"
## [5] "smoothness_worst" "symmetry_worst"
##
## $problemType
## [1] "Classification"
##
## $tuneValue
## mfinal maxdepth coeflearn
## 3 125 6 Breiman
##
## $obsLevels
## [1] "B" "M"
## attr(,"ordered")
## [1] FALSE
##
## $param
## list()
##
## attr(,"vardep.summary")
## B M
## 572 340
## attr(,"class")
## [1] "boosting"
## coeflearn maxdepth mfinal ROC Sens Spec ROCSD SensSD
## 1 Breiman 6 25 0.9608629 0.9499741 0.8964706 0.02161094 0.02736819
## 2 Breiman 6 75 0.9701952 0.9538368 0.8964706 0.01887355 0.02414311
## 3 Breiman 6 125 0.9730232 0.9559237 0.8923529 0.01817054 0.02493501
## SpecSD
## 1 0.04169837
## 2 0.03970588
## 3 0.03814091
(MBS_AB_Train_ROCCurveAUC <- MBS_AB_Tune$results[MBS_AB_Tune$results$mfinal==MBS_AB_Tune$bestTune$mfinal &
MBS_AB_Tune$results$maxdepth==MBS_AB_Tune$bestTune$maxdepth &
MBS_AB_Tune$results$coeflearn==MBS_AB_Tune$bestTune$coeflearn,
c("ROC")])
## [1] 0.9730232
##################################
# Identifying and plotting the
# best model predictors
##################################
MBS_AB_VarImp <- varImp(MBS_AB_Tune, scale = TRUE)
plot(MBS_AB_VarImp,
top=6,
scales=list(y=list(cex = .95)),
main="Ranked Variable Importance : Adaptive Boosting",
xlab="Scaled Variable Importance Metrics",
ylab="Predictors",
cex=2,
origin=0,
alpha=0.45)

##################################
# Independently evaluating the model
# on the test set
##################################
MBS_AB_Test <- data.frame(MBS_AB_Test_Observed = MA_Test$diagnosis,
MBS_AB_Test_Predicted = predict(MBS_AB_Tune,
MA_Test[,!names(MA_Test) %in% c("diagnosis")],
type = "prob"))
##################################
# Reporting the independent evaluation results
# for the test set
##################################
MBS_AB_Test_ROC <- roc(response = MBS_AB_Test$MBS_AB_Test_Observed,
predictor = MBS_AB_Test$MBS_AB_Test_Predicted.M,
levels = rev(levels(MBS_AB_Test$MBS_AB_Test_Observed)))
(MBS_AB_Test_AUROC <- auc(MBS_AB_Test_ROC)[1])
## [1] 0.981556